{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "from functools import *\n",
    "\n",
    "import networkx as nx\n",
    "import pygsp as pg\n",
    "import numpy as np\n",
    "import random\n",
    "import scipy as sp\n",
    "from scipy.sparse import csr_matrix\n",
    "from sklearn.model_selection import ParameterGrid\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from IPython.display import display\n",
    "from math import log\n",
    "from tqdm import tqdm_notebook, tnrange\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rc\n",
    "\n",
    "rc('text', usetex=True)\n",
    "mpl.rcParams['text.usetex'] = True\n",
    "mpl.rcParams['text.latex.preamble'] = [r'\\usepackage{amsmath}'] #for \\text command\n",
    "\n",
    "import sys\n",
    "sys.path.append('../GTF')\n",
    "from Utilities import *\n",
    "from admm import admm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2D GRID GRAPH AND MINNESOTA ROAD GRAPH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 20\n",
    "G = pg.graphs.Grid2d(n, n)\n",
    "signal_2d = np.zeros((n, n))\n",
    "signal_2d[:n / 4 + 1, :n / 4 + 1] = 10\n",
    "signal_2d[3 * n / 4 - 1:, 3 * n / 4 - 1:] = -5\n",
    "signal = []\n",
    "\n",
    "for node in G.coords:\n",
    "    x, y = node\n",
    "    signal.append(signal_2d[int(y*n), int(x*n)])\n",
    "\n",
    "signal = np.array(signal)\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "pg.plotting.plot_signal(G, signal, plot_name='', ax=ax, colorbar=True)\n",
    "fig.savefig('2d_grid_graph.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "beta_0 = np.load('datasets/minnesota/beta_0.npy')\n",
    "G = pg.graphs.Minnesota(connect=True)\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "pg.plotting.plot_signal(G, beta_0, plot_name='', ax=ax, colorbar=True)\n",
    "plt.subplots_adjust(wspace=0, hspace=0)\n",
    "fig.savefig('minnesota_graph.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 1 \n",
    "G = pg.graphs.Minnesota(connect=True)\n",
    "Gnx = nx.from_scipy_sparse_matrix(G.A.astype(float), edge_attribute='weight')\n",
    "\n",
    "beta_0 = np.load('datasets/minnesota/beta_0.npy')\n",
    "Dk = penalty_matrix(Gnx, k).toarray()\n",
    "#print Dk.shape\n",
    "\n",
    "D = penalty_matrix(Gnx, 0).toarray()\n",
    "z0 = np.dot(D, beta_0)\n",
    "z0_edges = np.where(z0)\n",
    "z0_edges_val = z0[np.where(z0)]\n",
    "\n",
    "z_nodes = np.where(D[np.where(z0),:])\n",
    "z_nodes = np.array(z_nodes[-1])\n",
    "z_nodes = z_nodes[::2]\n",
    "#print z_nodes.shape\n",
    "\n",
    "z = np.zeros(Dk.shape[0])\n",
    "z[z_nodes]=z0_edges_val\n",
    "#print z[np.where(z)]\n",
    "\n",
    "Dkinv = np.linalg.pinv(Dk)\n",
    "beta_1 = np.array(np.dot(Dkinv,z))\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "pg.plotting.plot_signal(G, beta_1/10*2, plot_name='', ax=ax, colorbar=True,highlight=z_nodes)\n",
    "plt.subplots_adjust(wspace=0, hspace=0)\n",
    "fig.savefig('minnesota_graph_k1.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k=2 \n",
    "G = pg.graphs.Minnesota(connect=True)\n",
    "Gnx = nx.from_scipy_sparse_matrix(G.A.astype(float), edge_attribute='weight')\n",
    "beta_0 = np.load('datasets/minnesota/beta_0.npy')\n",
    "\n",
    "D = penalty_matrix(Gnx, 0).toarray()\n",
    "z = np.dot(D, beta_0)\n",
    "#np.where(z)\n",
    "#z[np.where(z)]\n",
    "Dk = penalty_matrix(Gnx, k).toarray()\n",
    "#print Dk.shape\n",
    "Dkinv = np.linalg.pinv(Dk)\n",
    "beta_1 = np.array(np.dot(Dkinv,z))\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_xticklabels([])\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "pg.plotting.plot_signal(G, beta_1/100, plot_name='', ax=ax, colorbar=True)\n",
    "plt.subplots_adjust(wspace=0, hspace=0)\n",
    "fig.savefig('minnesota_graph_k2.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DENOISED SIGNAL SNR PLOTS (Fig. 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a21460610>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a1f3fc610>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a21460c90>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a21460e50>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a21489810>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a21489bd0>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Noisy Signal SNR (dB)')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Reconstructed Signal SNR (dB)')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a21489f10>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(2, 63)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.load('datasets/2d-grid/2d-grid-results.npz') \n",
    "x = data['input_snr']\n",
    "\n",
    "fig = plt.figure(figsize=(5,5))\n",
    "plt.plot(x,data['L1'],color='c',label='scalar-GTF+L1',linewidth=2)\n",
    "plt.plot(x,data['SCAD'],color='#f29f3a',marker='o',label='scalar-GTF+SCAD',linewidth=2)\n",
    "plt.plot(x,data['MCP'],color='g',marker='D',label='scalar-GTF+MCP',linewidth=2)\n",
    "plt.plot(x,data['L1_vec'],color='c', linestyle='--',label='vector-GTF+L1',linewidth=2)\n",
    "plt.plot(x,data['SCAD_vec'],color='#f29f3a', linestyle='--',marker='o',label='vector-GTF+SCAD',linewidth=2)\n",
    "plt.plot(x,data['MCP_vec'],color='g', linestyle='--',marker='D',label='vector-GTF+MCP',linewidth=2)\n",
    "\n",
    "plt.xlabel('Noisy Signal SNR (dB)',fontsize=16)\n",
    "plt.ylabel('Reconstructed Signal SNR (dB)',fontsize=16)\n",
    "\n",
    "plt.legend(fontsize='large')\n",
    "plt.ylim([2,63])\n",
    "plt.show()\n",
    "fig.savefig('snr-2d-grid.pdf',format = 'pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a237c4490>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a237802d0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a237c4f50>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a237c4f90>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a2151b9d0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a237dbb90>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Noisy Signal SNR (dB)')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Reconstructed Signal SNR (dB)')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a237dbbd0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8CswCHgHS7KFHsVJKjZQyHNgEuBaDolAo2gWWwj0YM98FBIEXPIpfzF9Pe//EqInc16P+PJlWbOuWH077kN/v+J0h4UM83+EWwpWQo39g2zlfCTiyJ6cC1SOpZwHrPd47hULRaviEDyXg3LkIjS9+Qy5v9H4pJV+Xn6j3Wvygi/jg+m+dGz/tGVem59EOwbSzGAiTUq5yFEgpizkV7K5QKNox0nBqe8J/+HT8hk516bnXf3+V3ZUF9V77/ugGMo90jE06V0SzRgS0lLIEW1D7ae9TKBTtD+P2xZR/cz2WoqaFpx0qPcRDyx9u8LojaUZHwBXRrG973dWyOgghku1/zq5WFi+EiBNCnD4yWqFQeA3jjlQM699AVhVhLchy7RmLkeTfkhn+5nAsWBu8z9NJM1oTV9Y0Y4QQtdcrw+opczVwcLYQIh5IAhBCaAGklOlCiGghhFZKqT9tDQqFwqMYs9Iw/PkaAAHnPuzSlHx59nLu/eFedp/Y7Sy7OCic9aYqKsyn8lp66wx4a+GKaM6vp2yli2X1MUtKmVbtfSLgOLScA8QBSjQVihbCmPUVhj9eBSDgnIfwH37Vae83W80kpiXydZbtmPGQ8CHsL8rBJK28ce6DnBhwnteTZrQmjYqmlPIfHm4zWggRB2illPOxJfsorHa9R+0H7FP52QCDBg3ycHcUis6Lcec3GP54BYCAsx/Ef8TVjT7jq/GlW0A3QvxC+OfF/6SkeD/Pb3iHy4J7MvasexCB3b2eNKM1afF8mlLK+VLKdKCHXTxdeWahlDJWShnbq1cvL/ewbdER7C5iYmLqzfU5b948RwhbjX7WZ31R29qiPvsLhRtofABBwNn34z/ybw3e9u2ub1lz4FQSnPlx89l1zy7u/cu9LNz8EQAPjkl0Zl93JM3oaIIJ2B3kTvMClgM/ufJyoa7ZQLz957n298lAnL0sHltauQbr0Ol0sj527NhRb7mrrMpZJQe/OliuylnVrHo8TVFRkYyOjm5WHZmZmTI6OlpmZmY6y1JTU+vcN3fuXDl37tw65aGhobKoqKjRdlasWFFveXR0tNRqtXXKtVqtDA0NrdPP7OzsGmX19aGhvjZGc78nHRFzUU6D1/ac2COnfjZV8hRy1NujpNFsrHH9nTXzJU8htc93keaSQ97uqlcBNshGNExK6dJIcwW2HJqOVwk2y7nqZTHY1iMbY4P9fuzPbMAW9+nYRIqudr3FcKSy2l+y3+MmTG2BlrS7aIi4uLgauTdzcnKIja15zLcx64vqJCYmnrY9RcOY9v6ApSjb+d6R5q065cZyHl/1OKPfGc13e76jW0A3knRJNWYGVmnllTX/BuD+IZfi062/9zvfBmhUNKWU/67+ArpLKS+pVRaLC8Ht0rYrPsO+e54tpdTby7BP1YtlC++cV8/9B95xr+vMdhcOEhMTa6TDS0lJqdPfxqwvqvPCCy/UyYKkaBzTnmVU/fYvKn/8O9aqut8xKSVpO9IY+fZInvv1OYwWI7eOv5Xd9+zm72f/HV/NqW2Q/21bzN6K4wzyCWDGhMZdDjoK7hir1ckCIqUsbsr6pCtlzUU8Xb//sitUmCqY9Mkkl+6VTzYentqZ7S4c1M7Snp6eXqMOVzKuV+9DYmJiowmPFTUx7fmOqjUvAuA/9gY0gXXdRcuMZdz53Z0UVBSg7avlrcve4tyB59Zb30u/PAXAPQPOJqDXaK/1u63hjmjmCiHekVLe5SgQQrwL5HquWx2Lzm534cAxRddqtXU+X2PWFw31QeEapr3fU7XmBUDir7sL/zHXO6+VGcrw8/Ej0DeQbgHdeP2vr1NqKGWWdhY+Gp966/t9/6+sObGb7sKHOyY81TIfoo3gjmgmYLOzsGCLp4zBdhpI58mONRdXRoC1p+bV8WR8mbK7sJGUlOR0pazPJO101hcK9zFl/0jVb89jE8w7CRh7A2Cbin+x7QseWv4Qd8beyRMXPwHA9WOvP01tNl5a+QgAt/caSagLpmodiSaHHEkpc6WUMcClwEJsGZB6SCn3ebpz3sZhwuRt28/ObHdRHcdocsWKFfUKY0PWFwr3sZYdPiWY2iQCxt4IwNa8rUz4eAI3fH0DR08eZdW+VY4Il0bJKczmm4Nr8UNw74WP1gkb6+i4M9IEbMcePdmR1sIhnN48wdCZ7S5qExcX16B4N2R9oWgaxuzlNexbfIdMRdOlDwHjbqa4qpgnM57k7fVvY5EWegb3JDkumVvH3+qy+L2aPg8rksTugxg8qu7mY4fndPFI2PJkXuNK7FKt57rhQtymO6/OFqfZnmgoTrMt0dHjNA17f5Kln0yUy94dLQc+GyCXvTtaln4yURr2/iT3Fe2TEf+OkDyF1Dytkfd8d48srChsUv0nyk/IkGd8JU8hN6z9t5c+ReuAJ+I0pc1Y7RIhxE8Om4vTIYToJoR4EcjElry43dChTzC0EGotsvUx6hewujyfhPwsDloMJORnsbo8H6N+AYO6D2J0r9FcMOgC9LP1vHn5m4QFNW1te8Hqpym3mpkU3ANt7N1e+hRtG1fOns+xx1W+J4SIwhZ8noMtp+YJbGfFowGt/c+FwCVSSrWbrlC0ML+c2E1CfhaV0pamrVJaic/bQRowVQi+mvEVoYGhbq1DGswG3tz4AQAPjLuxXkfKzoBLG0FSyjQp5RDgLGyi2QPbbvkl2HbPi7CNLMOllHcqwVQoWp6M3IwagumgCklC/k4ycjMICwpze+Pmsz/f4JixnNH+IVx24T890eV2SZM2gqTttI46u6ZQtEFu/eamOoLpoFJamLl0Jvvu3+dW3VJKXln7MgAPDLsCn+DO627T4lmOFAqF55HSyoL+ugYtdJubOf3H7UvYXp5HXx9/bpj0vNv1dASUaCoUHQDTzm+4oLKAa7r2q3PNE2F0L/3yJAB3DbqAwLDmH8ttzyjRVCg6ACK4F0d9gkg9mQdAgE8A4BnB3HhwLasKdtFFaLhzcuceZUIzgtsVCkXbwW/wRQy9dilf5/7MH4f/YGLkRI9lTn8p3ZaF65beY+nR/2xPdLddo0RToWjHSFMFwn4MWPiFMHXYVKYOs5miubvpU52DRTksObAGDXD/RU82u76OgMvTc3vgerfTXHctl5qiVWlN24uwsLAG709PT3e2o3ANa/lxytMS2LNmPusP/eGVNl5b8TBmJFeHDiZmxOkN1zoNrhwbAhYAVsACPF/rWiQ2SwyLK3U19+WtY5RtmZSUFI/U09q2Fw09Hx8fL7VarVv2FU2lo3xPrFarLF/xsCz58Fw55fUoqXlaIz/d/KlH2yiuLJLdnvGTPIVc98cbHq27LYKn7C6EELOwJR7WYQtunyGEuN1+7WFsp4OKcCFzu8I9UlJSPFJPW7C9qA9HMhGF65hzlmM5tIbFhjJWFOXSPaA7cdGePcb6XsYTlFpNnB/cg7Nj7/Ro3e0ZV6bnDjO0jdIW3D4H+IcQYo/9mk5KmSilLPFmR9szCQkJpKefSgrlyG7kmBJXt7eobYORlJTkdGh0TKUXLlyITqdzZjwC2o3thaL5WCsLqfrzNQosJh4pPgDAy5e8TJ8ufTzWhtlq5o1NHwHw4PiZCI3a/nDgyt9EtKyWK1NKmS6EiAFmSynf91rPPID4+ecGr6UMG8bsfraYtoVHjpC0e3eD98oJE5w/6zZsQH/yZJ3y05GYmEhqaipxcXHo9Xq0Wi16vZ7169eTnZ1NTk6OUyBr22BER0eTnp5OZmYmYBvFOXJmAuh0OlauXOm81tZtLxTNx/D7K2AoZV5lKScMpcRFx3Hr+Fs92saSda9w0HiSoX4hTL+48x6ZrA9XRLM+T4Titi6YbYn4+HjnKNFhdbF48WKn4ZqDhmwwqrN48eIaU9nExESWLFnCjBkz2o3thcJ9TPsyMO/P4EdDOakndhHsF0zKFSkeTQQspeTfv78CwP0jr8LHv6vH6u4IuCKa9aVzdi3Fcyvj6khwdr9+zlFnY2TG1vGVcwnH6NJhKLZ+/XoeeeSRGtNlh7Cejtq7zydOnHCKWHuxvVC4j0/PkWj6nsUzWf8F4NmJzxLt4RM6q7YvZtPJPHpq/Lh1sppJ1MaVNc0YIcT66i8grHaZvVzRAImJiaSkpDiFzfHegWNqXdsGA2zGaQ673oSEBOdzxcXFpKWl1ZvHsi3bXijcR9OlD8GXvMqPt/3GvPPncd/Z93m8jVd+sdnx3hk5geBO4mXeFFwZadYXPLfS0x3p6MTHx5OQkOC04NVqtU4PczhleVHbBkOr1RIXF4dOpyMuLo6UlBT0ej0xMTGEhoaSnJxMdHS0S/GSbcH2wvF5wTZCXbFiBQkJCej1egoLC9Hr9XWm9wqwlh1BdOmDEBqEEPTvNoAX4170eDvbD67l+4KdBAoN90xRcbP1IaSLZkpthdjYWFmfqVhWVhYjR45shR4patOWHSXb4/dEGsooX3ojxpDeLOkxijv+cg++XtrNvu3DC1h0cA139D2T92Z3riyQQohMKWWj628qYYfC47RVwWyvGDa8hawo4MXD67nzpwe45b+3eKWdY0U5fHZwLQJ4cOKzXmnD21haYBDY6K8rIcRDrlYmpXyped1RKBTVMR/5E9OeZWwzG3g1bxsCwV2xd3mlrTdXPIwRyZVhUYwcOtUrbXgLKSXvHjnCx8eO8fP48QT5+HitLVfG+Nc2cl0Codj8gZRoKhQeQprKqVqTjFlK7i0vxGw1c/dZd3P+oPM93lZ5VQnv7v4WgAfPfdjj9XuTcouF2bt28Xl+PgD/LSjgut69vdaeK8ZqDc7xhRDdgWRsJ4M6hA+6QtFWMGQuQJYfY4HFTGZxLgO7DeSFyS94pa0PVz1KkcXEWcE9uEg32ytteIOd5eX8bft2dlRUEKLR8P7w4VzrRcEEN9c0hRCRQoh3gUIgCttRyks82jOFohNjOb4D086vyTEbeTZvKwALrlhA1wDPB5qbLWZe3/wpAA9qZ6HReG9q60lS8/M5S69nR0UFI4ODWa/TeV0woYmiaRfLBdiSdEQDsVLKS6WUG73SO4Wik6LpMQx/3Z0sCuxBpbmK68dez+VDL/dKW/9d92+yjWVE+gUT305yZv5aXMyMHTs4abFwbUQEf2q1jAwJaZG2XYpbEEJEYovXjMc2DdcpoVQovIfQ+BIw9kZeGXM9wzekED/Ke4lWXv7jDQD+PioeX79Ar7XjSS7o3p1bevdG17Ur9/Tv79FjpI3hyu75YmximQZopZSbvN4rhaKTYinKQQR0RxPcAwCN0HDnWd5Ly/bb1s/4/eQxQjW+3BHXtoPZVxUVMTAggKHBwQghWDRiRIuKpQNXRpoJ2KbjAI+crpNSysQGLyoUitMiLUaqfn4Ca+UJ3u45hhvOvo+B3Qd6tc2XV9viMWdHTaZrF++vB7qDVUpePHCAJ3JzGR0Swu9aLcE+Pq0imODamuZ8bKPMXBdeijZOa9pdpKWlOZ/T6XR1khU78obWbtfBlClT6k1qEhYWhk6nY8qUKeh0unab0Ni4+SOsJfv41nCSR9a9zNnvn43BbPBae3sO/MrSgl34I/j7JW0zWrDIZGL6tm08lpuLFbiqZ08CNK18JseV9O5t6aXsLtynNe0usrOzazyfnZ0ts7Oz6/Stdln155OTk6VWq220XykpKfXeJ2Xb/Z6YC3bK0o8ulAc+OFv2md9T8hTyzT/e9Gqbcz44T/IU8uaU+v9PtTaZpaUyat06SUaGDPv1V/ldQYFX28NTdhedAWP2ck6mXkPZRxdwMvUajNnLW7tLNegIdhc5OTnExcU509hFR0fXyLE5a9YsUlJSapRV72dKSgrx8fHExsY2aqcxe/ZswsPDa2TLb8tIi4mq354HaeFJKThWUcB5A8/jrrO8c/IH4HjhXj459DsA/+el2M/msOjoUc7T68mtqkLXpQt6nY7Le/Ro7W4BLkzPG3KhFELcIYT4SQixWAhxhne6532M2csxrH0RWZ4HSGR5Hoa1L3pUOJXdBcTGxpKens68efPqTU2n1+tPe2bdkcW+emq801E9o1Rbx7jtP1iL9vKr8GXRod/x9/Hn/SvfRyO8N6Z5Z/lDVEgrU8KiGBczpfEHWpgqqxWDlCT17ctvZ55JZFBQa3fJiauJe89XAAAgAElEQVSp4cIA5yaP3VAt2X4tFNALIeKklBle6aWblH3U8HGzgHPn4j98Okb9ArDUWjeyGDD8+jSGX215BbveusZ5qfzb27Ce2FWn/HQouwtbTtDMzEySk5PR6XTExsaSmppKaGio83M2RPXrcXFxLq1ZRkdHtwvRtFYWYdzyCRVWC38vsfn9PH7h44zs5b1MTFWVRbyz9wcAHrrgEa+101SMViv+9vXKOf36MTokhItquQS0BVwRzcnYdtAB59HJF7GZrX1tL9NjE9CzvNFJbyLL873ehrK7iHdOx1NSUkhJSWHevHnMmzfPOSU/XWLklJQU0tPTnX9Xjryb1afvtWlMiNsKmqAwgi99k583L2LfodcZEzGGeRc0nsG/OXyy6lHyLUbGBfdgypl3eLUtV/nv8ePcu3cv6WecwXB7SFFbFExw3VitemxmHIBDMO0sBt71ZMc8gSsjQRESYZ+a1y7vTZeEr+uUh1z5oVt9UXYXNUlKSqqxjFC9b7XR6/XOkTXYBN8hvg2xYsWKGr+A2jI+EWO4csrLZI69Gau04u/j77W2rBYTr279DIAHYu9stbAdB2arlcdyc5l/8CAAHxw9ynz78lVbxZVFk1whxOBq76dQNzlHOOB67Ekbwl87B3wCahb6BNjKPUhnt7tIT09n4cKFzvfJyck1+l1f39LS0uodMcbFxbFkyZIG21q4cCE5OTlt2q7YWnIAs30jxsEZfc7gzL5nerXd79Yks9NQRj/fIK6/8HGvttUYxwwG4jZvZv7Bg/gAL8XEkOyB2YGUktVNCIVrKq6MNBcCaUKIeECH3Qe91j1xQGbtB0+HEGKulHK+/ed4bKKrdZS1FP4xtjwjRv0CZHk+IiQCf+0cZ7mn6Ox2F441TMfI1vFZavctISHB+VmSkpJYv359jSUMsP0SCQ8PrzFFnzx5MuHh4RQWFhIbG1tjZNrWkNJK1ZoXsORv4aNe4+gfPYVrRl7TAu1KXl7/NgD3jrkWf9+ARp7wHo6z48eMRvr6+7N41Cgu9MB0/KTZTNLu3Xyen8+nI0ZwYx/PecE7cSUuCUgFrIAFeLGe64XAJFfqst8fB6yw/6zFtj4KNkHWnu7Zzhin2d6oL06zrdAWvieGHUtk6aLzZObHE2XAswGSp5D6I3qvt/vHpo8kTyG7PuMri07me729higwGmXIL79IMjLkxXq9PFpV5ZF6t5SVyeG//y7JyJAhv/wiv8zLa9LzuBin6VLCDill3RiWmkyW7ifwSAQcOwc52AS1c5mTdDCU3UXDWMuOYMhcgFVK7qs4gcFi4JYzbvH6tBzg5V+fB+C26CmEhvTyensN0cPPj1eHDCG7spJ/RUXh64ETPouOHuXuPXuotFoZExJC6qhRjPBS1iOPuDM1RTCFEFopZboQwrHrEYptpOqgbUSwKhQeRkpJ1doXwVzFxwFh/HZgHREhEbxy6Steb3tf7iq+OrEbHwQPTGn5I5NbTp5kf1UVV/bsCcCsfv08Um+5xcLdu3fzcZ5tM/e2Pn14c+hQglvZ7sLThDd+S02EELOxTd0ZNGiQxzukULQEpj3fYjmayRFNAI/vXw3Am5e9SXhQk/9LNJnXVj2GBUjsp2NwxCivt1edT44dY87u3WiAzNhYhgcHe6TeHeXlJNiztgdpNLw7bBi3eGMNsxYtKpqOUWat4mJOCWkocKL2c1LKhdg2pIiNjW1fnsMKBSCtFkzbFyOl5P9MlZQZTzJt+DQSRjW28tV8io7v4MPD6wF4qAWPTFZZLNy/dy8pR48CMLNPHwYFeGbz6VO7EFdYrYwMDiZ19GhGt6UkxB4kWggRjU0kw4UQWmwxng4fomiU15CiAyI0PgRfvoDDWWls/+UZugV0453L32mROMmUlfMokxYuDosiNrpl1pv3VVYSv307mSdPEiAEbw8bxu19+za73kqLhXv37OGDY8cAuKl3b94dNowQL07Ha9OioimlTAPndDvUXqYXQsQKIeKAYiml2gRSdEhEQFcGjJ/JtlEz2Jy3mf7d+nu9TUN5Pm/tte2z/t+Fj3m9PYCMoiL+tn07RWYzUYGBpI0ejbZr872NdlVUkLB9O1vLywnUaHhr6FBu69OnxQP0W2NNs8Z0u9p7haLDYa04gWnnV/iPuwVhj4sM8Q/hvIHntUj7X6x6lMMWAyOCwpk6fmaLtNnN15cqq5Wp4eF8OnIkYX5+za7z87w8Zu/aRbnVyrCgIFJHj2Zcly4e6G3TccXuwuXDqVLK95vXHYWi4yClxPD7S5gPrGbF4T/5ySeI5yc/7xVHyfqwGit4bbvtMMUDf7nHq1mTrFKisY/4dF27sk6rZWxIiLPMXWqvi14XEUHKsGF09W2V8R7g2kjT1fOEElCiqej0GLOX20+Y2cJgTqLhnr0/sb/0EEPCh3DfOfe1SD9WrE1ms6GUCN8gbjr/H15r54TJRML27czq25fr7Ba6Z3hgFLi3ooKEHTvYZF8XfX3oUGb37dvq5+Ub/dUjpYx18dXuMhx1RlrT7iImJqbeXJ/z5s2r8x+hIeuL2tYWriQ5aUlq5me18WxRLvtLDzG+z3ivJhau3ofvP7qQq36x+f/MiZpAkJ938lHuKC/nL5mZZBQX81huLkar1SP1pubno83MZNPJkwwJCmKdVktSv36tLpiA+3YXwPjaL3frasrLW8coV+WskoNfHSxX5axqVj3eoCPYXUgpZXR0dL02FFqtVoaGhtbpZ33WF7X70FBfG8LbxyjLllwtSxed53ylLxgrxVNIn6eEzDyS2XgFzcSw9ye5LGW8DHxKSJ5C8hTy83fHSMPenzze1ncFBbLr6tWSjAypW79eHqysbHadVRaLvHvXLklGhiQjQyZs2yZLTCYP9LZx8JbdhRBishCiENtRx0z7n46f2yUZuRlc8cUV7C/ZzxVfXEFGbpvKpdwh7C4cxMXF1ci9mZOTQ2xsbI17GrO+qE5iYmKj9hctiSM/6+qqEkYd2sBtx3chgXu79UPbt+H8n54i/ddnSTi2hSpOhTPfnr+D9F+f9VgbUkpeOnCAK7ZupcxiYUavXqw+80wGBDbPMz2nspLz9XrePnIEfyF4a+hQFo8aRbdWXL+sD3dWhhcAc6WUGmCj/c8Z2JIQtzscgllhqgCgwlThceFUdhenqJ3+LiUlpU5/G7O+qM4LL7xQJwtSayJCIlhdVUJCfhaHLEYOWIz01fjxaD+d19vOyM0g/sBaKmXNKXKltBJ/YK3HvtOP5ebycE4OEngmMpIvR41q9rHFr48fR7thA5knTxIVGMharZa7+/dvG9PxWrgj4T1krV1yKWWaEOIFoO3kzgfE0w3/hadckcLQ8KE1BNNBhamCSZ9Mcr6XT576ra1bqEN/VF+n/HQou4tT1M7S7kjK7MCVjOvV+5CYmNhowuOWZG2/c0jIWlpDuAqtZjYOOB/PJhusy8ylM+sIpoNKaWXm0pnsu39fs9u5NiKCD44e5e2hQ4mPiGhWXUarlbnZ2bx++DAAV/fsyYfDhxPqgTAlb+GOaBYKIbpKKcuAdCHE1cBGoG2nW66HmUtn1hFMb6DsLuJrfBbHFF2r1db5jI1ZXzTUh7bAqpx0rv7l6TrCZUBy9S9Ps6zfWUyMmui19hfEzWfqV4nUJ5vBPgEsmr7I7bqPGgz0tR+BHNelC7nnnNPs0eW+ykoSd+zgz7Iy/ITg3zEx/L2Nji6r445oJmPL3v418AKQC3THlnOzTdHYSLChkSZAsF8wy65bVudLnjnbvaVbZXdxiqSkJKcrZX0maaezvmirmPb+wK1LEhr8JVxhqvDYSK8+pNVM6uqnsQICqP7ND/YJYNkNP7gt2N8cP85NWVm8NXQot9qPQjZXMP9XUMAtO3dSbDYzOCCAJaNH85dudUxv2yRNXtOUUr4n7f5AUsoSIAoYIqVsH4Ys1ZgYNZFl1y0j2K9m1pWGBLM5dHa7i+o4RpMrVqyot+8NWV+0VSzF+6n6/WXeDY/EX1P/OCTYL7hZI73GWLD0Nj48voMAoeHtS152fqeD/YLdFkwpJc/t388127dTbrXyW0lJs/tpslp5aO9epm/bRrHZzLQePdDHxrYbwQT3NoJqIKUskVLmeqIzrUFt4fSGYIJtirpw4ULnyKq63YVOp2PDhg1otVqn3UVMTIxzk8dhdzFv3jzi4uKccZaTJ0922l24QnW7C0cbLWV3UZu4uLgGp9jVrS8c/WxtoW8IaTZQ9cs/wVxJ+MDzkdSdWnrrO+Vg7cYPuX/LfwB45+J/cue5D7LsumUM7j7Y7XYrLRauz8ri8dxcBJAcHc17w4c3q58Hq6q4eNMmXj50CF8heCkmhv+OGUN4G16/rA9hC09qwgNCRGKboodSKzembIEA99jYWLlhw4Y65VlZWYwc6b5XdEZuBjOXzmTR9EVeXXfqDLTlqXVzvye1qVr3EqZd31AcHMHFRzeRW7yPK4ZdwarcVVSYKrwumMeO7yB2oY7D5iqSoiay4OZVza7ziMHA9G3b2FBWRhcfHz4fOdKZPNhdvj9xgpuysig0mxkYEMDiUaM4t3v3ZvfVkwghMqWUsY3d586apmOetPi0d7UzJkZN9Np6U2ejrQqmpzHtW4Vp1zdYhS9zKorJLd5HbL9YUhNSWXdwndd/CZvMVSR+egmHzVWc3aUPr1/3nUfqvX7HDjaUlREVGMj/xoxhTDOORJqtVh7PzSXZbtF7eXg4n4wcSY92NrqsjjuiGS2l9H6qaYWiDWOtOEHVmhcBeL1LP77f9iXhQeGkJqQS6BvYIr+E5345jdVlh+ntE0DaTekEeOio5IJhw5ibk8OHw4fT0999D/bDBgPX7tjBbyUl+ADPRUfz8MCBzU7i0dq4s6a5QQjRMmlaFIo2iggKJyD2Lvb2Hs9T2xYjEHx2zWdEhka2SPuf/focr2WvwBfBl1PfZkDEaLfrskrJsoIC5/sRISH8b+zYZgnmT4WFjN+wgd9KSujn78/P48czb9Cgdi+Y4N5IcwWwTwixBMiufkFK2fKOTQpFKyCEwH/4VYwfNp2P+p3N4dLD/HXIX1uk7c37VzM740kA/j32OiacebvbdZVbLNyclcXXBQW8M3Qod/ZvfmLk1w8d4oG9e5HApWFhfDpyJL2aIcBtDXdEMxFbbOZZ9pcDCbSqaEop23xgrKL1aOqmZ32Yj+rRBPdE091m8CeE4OYzbm52va5SVHGCa76YRoW0cF3P4fx9+sdu13WgqoppW7eyubyc7j4+xAQ1b3pvlZJHcnKYb1+/fDoykscHD+4Qo8vqNFk0Xdldag38/PyorKwk2ENOd4qOh8lkwrcZyR+s5flU/vwYWEy8HjGe6WfcwtjeYz3Yw0bal1Zu+GQSOYYSxgV0470b09H4uPd51paUcPW2beSbTAwNCuLbsWOb5RJptFq5fdcu/pOXh68QLBo+nBtbwBmyNXAny9FDp7k23h6S1OJERERw+PBhKioqPDKiUHQsrFYreXl5dHczzEVazVStfgoMpSzR+PHEupe5+KOLKTWUerajp+GpZXP4IW8LYRpf0q76hJDuA9yq5+Njx5i4aRP5JhNxYWH8odU2SzDLzGau3LqV/+TlEaLR8N3YsR1WMMG96XkS9UzDhRAvAnOBIiFEgpSy+QFjTaCb/UTBkSNHMJlMLdm0op0QEhJCTzfjDY2bPsSSt5kdwo97c38B4IXJL9AtoGVOsvxv6+c8q38PAXzyl3sYOmK6W/UYrFbmHziAUUru6d+fV2Ni8NW4f8Ylz2jk8i1b0J88SYSfH9+PG4fOAyZqbRl3RHOjEOInbLa76cAsKWUpMAvQYTv6+gLQoqIJNuHs1o6OYynaB+YjGzBu+YRSaeWm4lwqzZXcfMbNzNbNbpH2dx/fyc1LbaZoTw44h6lT3N86CNBo+N/YsWQUFXFHv37N6teeigr+umULOVVVDAkK4sdx45q9LtoecOdXTCi2rEZxwD5OuUqGSSk3SpsFb5tc91Qomoq1spCq1U8jpZV7TEb2lBxgbMRY3p36botsOp40nuTqTydTYjFyZZfePH7t/xCapiXLyKms5Jl9+5zLVjFBQc0WzPWlpZy/cSM5VVXEdu3KmjPP7BSCCe6NNCdLKR2pATcKIfYIIWovFHWs7TJFp8VakIU0nuRtBP89qqdbQDe+mvFVnSQv3kBKyW2Lr2FH2RGG+Qbx0d8+xyekV5Pq+LmoiPjt2zlhNjMgIIDb7FmKmsMPJ04Qv307FVYrfw0PJ3XUKLq0sezq3sSdkeZGIcT/CSG62TeFcoAwACFEVyFElL1MoWj3+A48n+CpKQwcexMhfiF8ctUnDO0xtEXafnn1v0jNWUFX4UPqBf8gPHJS4w9VY+GRI0zZsoUTZjOXh4cT36tpglsfHx09ypVbt1JhtXJL7978b8yYTiWY4F7CjihsuTPPBFbai6OBYk6l8Uupnd3dUzSUsEOh8CTSaqkzDc4vzycipHmZyl1lZfYKLvnPpViRfDHkryRe9y2igbRztTFarfxfdjZv2bOhPzRwIC9GR+PTjOUEKSUvHjjAo7m2hGaPDBrEc1FRHSou2msJO+xp4OqtWAgxy36P8j9XtFtkVQkVP96FGHMD+7tHMbKXLStSSwnmgZIDXLvkGqxIHgqPYcbVn7gsmPlGI1dv28ba0lL8hSBl2DBn4mB3sUjJfXv28PaRIwjgjSFDuGeAe+FOHYFm59Osjj1B8XuerFOhaEmklFSueQ5r8T4eSf8H2oVaFm9ruYReVeYqrvnsMgqMJ5kUGMq/rvoETbDr0+quPj6UWywMCAjgl/Hjmy2YVRYLidu3Ox0il4wa1akFE1wYadoN01KklPvs7+9o6F41wlS0d0w7lmA5uIb/Gsp5I28rvhpfBnRrGZGQUnLX/+4g8/gOBvsE8OnFjxMw8LxGn7NKidFqJdDHhyAfH5aOHUuwRtPs897FJhPTt21jdUkJ3e31XtwGvZlaGlfG/AnYk3TY389p4D4JKNFUtFssBVkYMt9hj6mSu0/sAeClKS9x/qDzW6T9hZkpLNr6GYFCwxcjptH3L/c1+kyRycQtO3cSpNHw5ahRCCEY3Ez/cYBDVVVctnUr28rL6e/vzw/jxjG2GXk1OxKNiqaUckit9yoGU9HhkMaTVP7yT06aDdxYcoQyUwUzRs/g72f/vUXa//3Q79z7/T0AvNl7LGdf9laj65gby8r42/bt5FZVEerry76qKqI8ECu5vbycv27ZwiGDgZHBwfw0bhwDPSDEHYXOFSugUDRA1R+vYi09zH0n88kqz2NEzxG8f+X7LbI7nHcyj799MQ2TtJDUtQ+3Tl2AppFNpw+PHuWu3bsxSIm2SxfSRo/2iGD+VlzMlXbTs/O7deN/Y8e2Ow8fb9PoRpA9HrPO2UQhxB1CiJ+EEIuFEGd4p3sKRcvgPyqR3C59+f5kHiF+IXw942u6Bnj/DLXJYmLGkms4UnGc8wK68dKFj+E74JwG76+0WLh9505u37ULg5TM7tuXNWee6RHB/Ob4ceI2b6bYbOaqnj1ZccYZSjDrwZWR5nxswetOi14hxMPYzNXmYztWqRdCxEkpM7zSS4XCy/j0GMa4+DT+LMgityjXGWbkbR5a8RCrD66lj48fn468ihBdQ1sGNl46eJAPjx0jUKPh3Wo+5M3l3cOHuWfPHqzAnH79eGvo0GbFdXZkXBHNydg2gwCwH5l8EYh3+J8LIfTYBNTrbpQKhaeQpkrMRzfgO/AChBAIIRjVaxSjeo1qkfY/2/IZb/zxBn4I/tNPR2Tc/EbXMR8eOJAt5eU8PngwZ3hgY0ZKyRO5uTx34AAAz0ZG8tjgwR0qaN3TuBKnGS2l3FTtfRyAQzDtLAa0nuyYQuFtqv54hfKV85iacibv61s28GPzsc3M+tYWvZccHsXFl7yMJqR3nfssUvLywYOUms0ABPr4kDp6tEcE02y1cseuXTx34AA+wPvDh/N4ZKQSzEZwRTRzhRCDq72fgi0lXHXCsR2jVCjaBabsHzHv/Z7nSg/zQ95mHl35KEWVRS3SdmFlIVd/OZ1KcxU3hkRw5zkP4jugbjxmvtHIJZs381B2NrN27fJoH8otFq7ato0Pjx0jSKNh6dix3O6hqX5Hx5Xp+UIgTQgRjy1f5mwgvtY9cUCmh/umUHgFa8l+qta9xA8VhbxUfACN0PBl/JeEBYV5vW2L1cINX11Pbsl+zvQP4dURVxKgS6pz39qSEmZs385ho5EIPz/ubGYqt+ocNxq5YutW/iwro4evL8vGjuUcNzPad0ZcidOcL4Q4C5uZmgTm15qag21TqLaQKhRtDmk2UPnzP8mtLCKpaB8Az016jklRTcsg5C5P/fwUP2b/RLjGl0/7xxI+4V811jGllLx5+DD/l52NWUrO79aNJaNH0y8gwCPt51ZWcumWLeyprCQyMJAfx41rltVFZ8SlOE0pZUIjt0yWUm70QH8UCq9i2PAW5Sd2cVNhDsXmKqYNn8bc8+e2SNtLdy7lX7/+Cw2wqOcwhk98Dk2XU146ZquVG7OyWHz8OAAPDBhAcnQ0fs2wo6jOxrIyLtuyhTyTifFduvD92LH09ZAYdyY8EtyuBFPRHpDGcsyH/+Sx4oNsqSomJiyGj6/6GI3waN6aetlVsIubvrkJgKdDB3NJ7J34Dqx5PNNXoyHMz48uPj4sGj6c+AjPZVVKLyzkmu3bKbNYmBwaytdjxtCtk+XB9BTe/7YoFG0E4R9CyLQPuf/SV4ntF8tXM74iNND7CSjKDGVcvfhqyoxlXBXcg/tjphBQLR7TsTMO8NqQIWzU6TwqmJ/n5XH51q2UWSxcFxHB9+PGKcFsBupvTtHhkVI6w2iEXwijR8/gz1EJLRJaI6Vk5tKZZBVkMcIviLf7jid4wrMIjS9Gq5WHs7P5vrCQDTod3X19CdBoGOLBNcaXDx7koexsAB4cMIB/x8SgUSFFzaLFRVMIEWf/cYqUcp69LB5byJJWSjm/pfuk6NgYNrxNYUUBy7sO4JYzb3cGsnuTjNwMZi6dyaUxl/JV1ld0Ez581msEERc9iaZLHw5VVTFjxw7WlZbiJwRrS0q4rEcPj7VvlZKHsrN59dAhAF6KieH/Bg70WP2dmRYVTbtgJkgpk4QQ84QQzoB4KWW6ECJaCKG1O1oqFM3GfGgthm2fM/P4TpZXFnH4ZB6PXfSYV9vMyM3gii+uoMJUwUK9zax1Yc+hjDrjVnwHXcjKoiKu3bGDApOJAQEBpI0ezdketJ4uMZuZtWsXqceP4ycEH40YwfW96wbOK9zDlSTEyznl/XNapJSXNnI9nVOB8dFSSr0QIhlbvk6wGbLFAUo0Fc3CmL0cY+Y7yIrjvFRyiOWVRYQHhXPDuBu82m51wXTgi6BrWDR+2jk8t38//8zNxQpMCQvjs5Ejm50suDqrioq4dedODhoMdPHx4ZvRo4kLD/dY/QrXRporar0/C1uSjurlSfXc1yBCiLn2Z7DXVVjtsufmKIpOiTF7OYa1L7K6PJ+Zx3dz3GpCAB+d+yCRoZFea7c+wQQwI0nIyeCZ3Wt4PN+2LPDPwYP5Z2Skx5JiVFosPJqby2v26fhZXbvy6ciRKgbTC7gS3P7v6u+FED9V8z13lL0HpLjaqD1gPlUI4ZKtpBBiNraTSAwaNMjVZhSdFKN+AavL84nPz6JKWgG4LqQXE49599DazKUz6wimgwpzJW8un8mj01ZxfvfuXO7B9cuNZWXcmJXFjooKfIAnIiN5dNAgj8V3Kmrizt9qncztUspi7Ik8TocQQlttHTMHmxAWYzu7DrZR54l66l8opYyVUsb28oB3s6Jj88uJ3SRUE0yAbypO8MuJ3V5t9/1p79f9D9XncgiJIUj4sGj6Ip6LjvaYYJqtVp7bv5+/6PXsqKhgeFAQ67RanoyMVILpRdz5m80VQrxTvUAI8S62Y5aNEUdNgczBliEp2l4WTd1kIAqFy2TkZpCQv5PKaoIJUCmtJOTvJCPXOylfpZR8ue1LnK1q/GHYXBj+MGL0M3zaeywToyZ6rL29FRVctGkTj+fmYpaSe/r3Rx8by1ke3FBS1I87opkAXCqEsAgh1gshCoEZuHb2fCEQbZ9uI6VMc+yU23fWi9XOucJdpLQyc+lMKqWl3uuV0sLMpTO90vYTGU/wwcYPCBIa7u97EUKbAn0vA4uB+4tWcml4lEfakVKScuQI4zdsYF1pKf38/Vk+bhxvDh1KsI+PR9pQnJ4mhxxJKXOBGCHEZGwjwxwp5UoXny3GJpy1y+uUKRRNwbj9S8qP/MlVw67kvU0f1ru2GOwXzKLpizze9pt/vMlzvz6HBh+uGn43b0dciRS++FYc4pW8T7nV14T/2f9odjvHDAZu37WL7wtt+6bXRkTw9tChypKihXErTlMIEQlESSnfs78fj008Sz3XNYXCNYw7v6H0z9e58fgufqosInF0It/u/raGcAb7BbPsumUenSIDLN62mPt+tFntjjnzJb7oNh6A2ZWbeeb4fwnpEoa/dg7+MZecrppG+er4cZJ27eKE2Uyory/vDh3KtSr2slVosmgKIe7A5n3enVM+5zHAI1TzEVIoWgLT3u8pWTefG4/vZHllMT2CevDIBY+QpEtyhv94SzDTc9K56ZubkEieDh1EpG8R//DzY9HIkVwaPgFo3Le8MUrMZv6+Zw+f5OUBttjOD4cPZ4Cy1G013BlpzsO2g+6M35BSfiWEUFNsRYtiyk2n+NfnuD5/J+lVxfQM7snKm1cyrvc4AJZdt4yZS2eyaPoijwum/qie6V/diinsbO4yZvPgwPMInng/1/h1pYuHkmH8XFTELTt3csBgIEijYX50NHf176/Ojrcy7vzrhkspS+o5u6v+JRUthvnArxT9/CTX5e9glV0wV928irG9xzrvmRg1kX337/N423sL9zJp2WNUnPEmwrcr17pTbjgAACAASURBVJekEXzps2iCwmi+cw9UWSw8lpvLq4cOIVGB6m0Nd0RzpRDiGqodrRRCLEaFCilaCCklpj3f8XRRLquqiukV3ItVt6xiTMQYr7e9t+Qw2ozPKRs6D4ALjAcYcPFjaII9Ez+8sayMm7Ky2G4PVH988GAeGzxYxV22IdwRzVnASmw76D9hm6rnYLP6VSi8jhCCwAnP8M/eZ5Cz6RNeuuQlRkeM9nq7Px0/zLSN6zD2uAhhNfJU2a88OmE2vt2bnz3IIiXzDxzgyX37MEnJsKAgPh05kr+ouMs2h5DSpVwcdR90I+TIE8TGxsoNG1w6fanoYFiKcjAG9yTAv0uLZFuvzoJDB7hzz14QGvxPZvO/kyuI++uL+HjgLHt2ZSU3Z2WxttQWfHJ3v37Mj4lRcZctjBAiU0pZ58RjbdxesbYLpVMshRDdVMiRwltYTuzm+Pd3kliwh6HRcSyc9n6LCafFamHp709B6DUEH/2WX627OePKhc0WTCkl7x89ygN791JutdLP359FI0ZwicpK1KZp8rdOCLGnnrIzgVSP9EihqIWlKIeCH+9lxuENrC49yHd7f+Bo2VGvtmmVktT8fKxWK/f+cC8/bl9E1z9vIt20mTOmvoNP+NBm1Z9nNDJt2zZm795NudVKYq9ebD3rLCWY7QB3Rpp1sg1IKTcKIRod1ioUTcVaepCCH+8h/uDv/GYopW+XvmTckkH/bv291uaBqipu3bmTjOJiLmcP3294lwAEi3tFcdbUFHx6jmxW/d8cP87s3bspMJkI9fXlnaFDuU4FqrcbXBbNasmIu9s3gKoTTc2cmApFs7GePEb+D3cTv38Nawyl9OvSj4xbMxjWY5hX2pNS8lleHvfs2UOJxUJXYeb7LR+iAT6IGMWUK97Dt/cZbtdfajZz3969fHTsGABxYWEsUoHq7Y6mjDRTscViTgHSal0rRIUcKTyIteIE+d/fxd9yf2GtoZT+XfuRccvPDO3RvGlxQxSaTMzZvZtUu+f4WQFGNmRcC6YiXukxhMQr38O3r87t+n8pLuaWrCz2GwwE2gPV71aB6u0Sl0Wz2jnzOMfPCoW3EP5dsHYfQJWPPwO69ifj1p8ZEj7EK23tqqhg4qZNHDUa6eLjw12hFl7771Sk1cyjoYO468r38R1wrlt1V1ksPLFvHy8fPIgEdF268J+RIxkREuLZD6FoMZocciSEiAKklHJftbJJ2EKP9jX0nKdQIUedB2k1U1R2mGKrheiw6MYfcBOT1cq5ej1BPj78o4fk+k8voNRcye1d+vDOVR+7nWxj88mT3JiVxbbycnyAxwYP5nEVqN5mcTXkyJ1/vQWcShrsIAxIdqMuhcKJNJaTv+4lXlz9HFZpRWh8Ce8+2CuCub60lONGIwB+Gg3fjxvHosHdueOLyZSaK5keHM5bV6S4JZhmq5UX9+/nrMxMtpWXMzQoiDVaLU9HRSnB7AC4s3seK6VcVb1AJexQNBdpquTYj/cyfXsq640nKTWV8/zk5z3ejsluEfGv/fuZ1rMnX40ebfNBN5Vw2UcXcqyqmAsDuvHJ5W8TOHxak+vfWV7OrTt38kdZGQB32QPVQ1SgeofBHdEUQoiuUsqy2uWe6JCi8yHNBo4tf4Bp21PZYDzJ4G4DmKWd5fF2dlVUcFNWFuvLyhBAVGAgFimpMpVz2aIL2Ft2hLF+wXx16St0G31tk+q2SMlrhw7xWE4OBikZEBDAB8OHq7jLDog7opmKbSp+l6PA7hG0xFOdUnQepMXE/7d33uFRVtkf/9yZdFIhCS2BFEpoCiGgrhUp6uqqdFldFUtA3fVnBVlXXXVFwd4puthQESzsoq4QDIqyKCSsgvSEUALpCWmTmczM/f3xvglDMkkmk0lIuZ/n4SHztnPfmXe+c+49955zIuUBrv51JWmWcmKCo0idvdmjpXallLx5/DgPZGRgstuJ9vXl3YQExoWFYbFZmPLupaQV7ifGy5d/j19IxKhbm3X9A5WVzN67lx/1ZZC39OrFCwMGEOKhFHGK9oU75S7mCCHShBCFaIk64lAJOxRuIO1WTmx8iKt2rGCHpYKY4Cg2zf6B/qH9PWbDardz9a5dfK2XiPhTz568MmAAod7e2KWdmz76AxuObyPc4MWXF/6VfmPvdvnadil5PTub+ZmZmOx2evv4sHzwYK70YHleRfvDrZ9CKeVovRBaLG2csEPReaje8ykP71zJDksFscFRbLrlR/qFeLauvZfBQEJAAD+VlrJk0CCmR0YCmvd572c38HHGegKFgbXn3M2QCx/BSZ5Ypxwymbhl3z42lZQAcIMuxmGqXk+npyUJO9RkdkWL8E6YwsLcX6g4ns7zf1hOtAdSrIG28uZIVRXDA7WUwAtjY3kgOpo+vr61xzzzzb28susjvBGsGnUL5018ziXBrKkG+UBGBhV2O5He3iwdNIhrIzyTT1PR/nGnRtB2HBIQOyKlHNPiFik6NVJKSquKCfQNwWj0pvelCz06GL7l5Elu2LMHq5T8mpREqLc3fkYjfRyi129vfoq//vQyAnh72DSuuGqpS4J5pKqKW/ftI6W4GICZERG8NnAg4T4+HrwDRXvHHU9zlZNtM4FtLWyLogtw4qcXuGLzIhIHXM7b177jsfRu1XY7Tx4+zFOHD2MHEgMDKbFaCa3TXV6btow53z4CwHMDLuOGKR8immiDlJIVOTnce/AgpTYbPby8eNOhq6/oWrgTCHq27jYhxHKci6lCUUv2z69xxbePsrO6EtPh7ygyFREeEN7i6x6srOT6PXv4WZ9KND86midiY/GpM5F88+7PmPXlHdiQPBh1LvfOWocwNP4VyDabSXaoNT45PJw3Bw2ip/IuuywemRMhpSwRQrTeOjdFh+d4+jIuT5nPrupKBgZHsenW/3pEMD/MzSV53z4q9KlE7w8ZwsWhofWO23XoW6759DpM0s6NEcN45sbURgVTSskHubncffAgJVYrYV5evDZwILMiI10OFik6J+6MaT7gZHMPQM3iVZxG6qFUZq+dzeJhM3li22v8Vl3JoOC+bLrtZ3oH9faIjWCjkQq7nVmRkbwxcGC97jjA4eNpXP7hVRTbq7kyNIa3btuKwbvhdGw5ZjNz9+9nbWEhAFd2786ywYNPCyQpui7ueJrOlkpkAjNa2BZFJ2L9j4u5duNfMUkb121ZjAQGB/Ul9bZtLRbMLJOJGH9/AK4KD+enxMR6BcgsGetJ2fwkycd+xgBk2yycF9iLT27fhreP80K7UkpW5eVx14EDFFmtBBuNvDxgADf16qW8S0Ut7ojmpaoWkKIxNMFcgEnaAW2qhQD+PnJ2iwSzymbjocxMXj9+nM0jR3JuSAiAU8HcsHE+03N+rW1DP6Mvn096joAGhgTyLRbuPHCANXo+zUlhYbw1eDDRKkGwog7uhC4PCSGCPN4SRacg9VCq7mHaT9sugVt+eJrUQ6luXXdneTlj0tN5OTsbgF8rKho8NmXzk6cJJkCevZq0tCVOj/8sP59h27axJj+fQKORZYMG8Z+zzlKCqXCKO6K5Bljs6YYoOgez196MSdqc7jNJG7PXzm7W9exS8uLRoyTpadYG+fvz31GjSO7Tx+nxqYdSmXZkSz3RrpJ2ph3ZcppoF1ZX88fdu5n622/kV1czLjSUnUlJ3N6nj+qOKxrEne75emC5Hi3fAJTU7JBSvuWphik6HlZLBef5BnG4gf3+wsiKa1a4fL0TZjM37t1bO5k8uXdvXhgwoNE0azeumVlPMGswSTuz184m654s/l1QQPL+/eRYLAQYDCyOj+eOPn1U+QlFk7gjmgvQAj89OD0oJAElml2UgsKD/PG9cWwoPYYAvBBUOywc8xcGvhi/kHGx41y+pk1K0srKCPf25u3Bg7k6vOEpSlJK9m99EVl1ssFjAoy+vHrlcm7es4d3c3MBuDAkhBUJCcTrgSWFoincmdyuSvUqTmP7vn8z/dPryKqupLvRhw+vfgtRdqI2eu4vjHwxfiGTzp/X5LXKrVb8jUaMQhDl58cXw4czyN+fXo1M95FWMz+vv4dr098mx15NTEA4ueZSTDZL7TEBRl8e/cPH3JHfjWxLLn4GA0/HxnJ3VJTyLhXNwmMJ/4QQwSqq3vXY8r8VjP/XbVRJO4kB4Xx640Ziep4FwJd9xjB77WxWXLPCJQ9zq75uPLlPH+b107IdXeRkoroj9soC/rP2JmYd+IZSaeOiXiNZe1MqO07s4KqPrqKyuhJ/rwAuufANHioOBSycGxzMOwkJDA4IaPH9K7oezQ4ECSEOONk2Ci05saKLMaIyn9E+gdzcayQ//OVgrWACjIsdR9Y9WU0KptVu5/GsLC7YsYOMqirW5OdjtTsfl3TEVrCHlR9eweT9X1MqbUwdcDnf3PpfQv1CGRc7jnWz1hEZFE3QyEV8Ze+PjxAsiovjh1GjlGAq3MYdT7NehlUp5Q4hhOq2dxGyS7Px9fIlPCCcwHPv48vQOIKHTGky8YUzMk0mbtizh/+WliKAB6Kj+UdsLF5NFCCrPpTCS1/ewfzCg0jgrsTbefnKNzEatCBRudXKmuq+5CW+B0BSUBDvJiQwVJXOVbQQl0VTCLEeLdgTIoT4ps7uOKDIkw1TtE82ZWzguk+mclafJL7+0waMBi9Chk5r9nWklLybk8NfDh6k3Gajr48P7w0ZwqVhYU2cZ8ecvpy/ff8kz5dqczafGvckCy58uHaaUGpxMbfs20dWVRXeQvBYTAzzo6ObFGKFwhWa42muRlvYMRFtrqYjRYBKStyJkVLy4uaFzEt9BBuS6uIMyi3lhPiFuHU9O/B2Tg7lNhvTIyJYMmgQ3ZvIei6rKyn77u/c+b93WFmRj1EYWP6Ht5g9Spv7WW61Mi8zkzePHwdgZGAg7yQkcHag82WTCoU7uCyaUsrlAEKICTV/K7oG5ZZybv10Fp/sXwfAPT0G8sysdfi6IZhWux0vgwGjELyfkMD3J0/yp549m5xMbi/PoWD9fdxw4Gs2VJUQ4OXH6hmf8vuBvwfg2+JibnXwLh/p35+H+vVTdcYVHsedMc2FNZFyIUQwkKxvX6ai552PA4UHmLzycn4rziRQGFgScwmzpq3C0My0bma7nYczM/mtspIvR4zAIAQx/v61iTcaw5r7K8c23M+0o1tJs5TTwy+ML6//mnOizqFM9y6X6N5lYmAgKxISOEt5l4pWwh3RXA5MB0rRuuw90LrnY9AyuCs6Ee9sepTfijMZ5OXPx2dfz8jLXkF4N28i+G8VFfxx925+rajACGwvK6uXZKMhqg+sY+/3TzAlZycHrVXEhPTjPzesZ3D4YDYWF3Pr3r0cNptrxy7nRUcr71LRqrgjmvFSyiwhRAgwAQjTvc5CD7dN0Q5Y0HcshqM/cvc5dxN+zr0IQ8NLGOsipeTV7GzmZWRglpJ4Pz9WDh3qkmBKuxXz9jdI+98/mZq3m1xbNWf3PIuvr/8P3fwjmLtvH0tPnAA07/KdhARGKO9S0Qa4I5o1UfIJwCGHLrlLyyqEEDXd+Xgp5Xx92zS0NeyJUkqVDOQMUlhZyP3r72fxxMVEdouk29i7eSzqHLyiftes62SYTNy5fz/r9XXjt/bqxUsDBhDo1fQjJ81lmL57jG8z1vPH/L2USRvjYsbx+czP+bnSxm27tnFE9y7/HhPDg8q7VLQh7ohmihBiG9o0o6cBhBDjge1NnajXSk+RUmYKIVbrr4tAKwkshIgTQiRKKdPdaJeihaSfSGfqqslknTxCeVUxa65bizAYmy2YAGvy81lfXEx3Ly+WDx7MFBdL3NpLj2JKmceaE+kkFx7EIu3MGDaD1676Jw8ePsZy3btMCgpixeDBtWV6FYq2wp2153OFEFOBEinlRoddi1w4PU7/twwt6Ucc2hSmDfr+TDQPVolmG7Nixwru+HIuZpuFRJ9AFob0a/Y1ss1m+uprxO+NiqKoupr7oqNdLkJmPf4zpk2P8mbBfh4qPoQE7h57N1eMfYTRO37lqNmMj4N3qeZdKs4Ebq09l1J+Wuf1xoaOrXPcMoeXiWgVLEdz+sT4eiuO9C59MkC/fs3/Misaxmw183//+T+Wpi0F4ObAnjw3YBJhFz/q8jWyTCbuOXiQzSdPsm/sWMJ9fPAxGFgUH+/S+VJKqveuoeqnV3i8+BAv6JPW/z5uIUcjJ3PFzl0AjAkKYkVCAsPUqh7FGcSdwmoxaF5lKHWKqUkpx7h4jUQgXUqZ7kqyV11slwEkJSXJJg5XuIjFZuGSdy9h67Gt+ArB82Fx3DJ0Kn4X/d2lCLnZbue5o0d56vBhTHY7gUYjO8rLmdjd9Rp70laN+acXqNz3BX8uzOCjinyMwsg941/mLUMix3Jy8BGCJ2JjuT8qSnmXijOOO55mzWqgltQ5n1ATBEILANV8y0IBFYVvI3yMPlzs34Nsow/vRyRwzqhb8E36s0sR8g1FRfz5wAH2m0wAzIqM5Ln4+GZVbLRXlVCV+jAnT6RxY8EBUkxFBHgHcMF5L/J89SDAzFjdu1RrxhXtBXdEM05K6Xa5XiFEck2EXA8ErQJqkn3EoZZjtipSSrLLsokKjgLg0cFXcUdVAb3PexCfIVNdusbDmZksPHIEgISAAF4fOLDJNeN1sRVnYNo4n/yTR5hecIC0qhKC/Xrgd/Yi1ot4fHXv8j7lXSraGe48jdvdLaymi+QiIUSGEKIYoCZSru8rUZHz1qPMXMbMNTMZu3wsOeU5APgnJhN19TsuCybA73v0oJvBwDNxcfySlNRswbQe2Uzll3PILD7EpPx9pFWVENitL6UjXiTPL55zgoLYkZTEvH79lGAq2h3ueJobgCwhxCdAhuMOKeVzjZ0opUwB6n3D6gSIFB4i9VBqbRLgPkF9mLxqMnsK9hBk9Gb3sa30SrgWIQwYwxMav05xMd+WlPBkbCwA54eEcPS88whrIsFGXaSUWHa+jyV9Gb9YyphakEFedQXeQQMpH/4Mvr49eDI2lvuiozGqbOqKdoo7ojkTOIS2bNIx8COBRkVT0XakHkqtzVx+xcorMAgDJquJBJ9AVoYPZEj+Tki4ttFrnDCbuT8jg4/y8gC4LCyMC/RM6s0WTKuZqi1PY83cwCZTCdcXZVJmrYLQUVQPe5Jzu/dmxeDBJKixS0U7R9UI6oQ4CiaA2WYG4AK/ED6JSCCk34X4nXtfg+db7XZey87m0awsymw2/AwGHu7Xj6Qg98rd2yvzMX27AHvBHtaYTpKcvx+rtELEpfgOXcBT8YO5JypKeZeKDoHbNYL0DEdJwDYpZZnnmqRoCXUF05E0cxm/9kxk0qVPIwzOP/ofSkq488ABdlZUAHB1jx68NGAAsc2s1mjJWI8lfQmyIheEAaSdN6rKeSjvN+2AvtM4d9R83hkyVJWeUHQo3BplF0IsQZsqlAKUCCE+9mirFG5z89qbnQomaHW/5xz4qkHBBPggN5edFRXE+vnx7+HDWTtihFuCad7yDN8V7mfYsTQ2VRbxSPFhHsr9FQCv+Lk8N+l5fkgcrQRT0eFwZ3L702jzKsOklCeFEKHAJ0KIhVLKv3q8hQqX+fe+f2O2mvEVBsyyfmEyf2FkxTUrTttmk5JjZjP9/fwAWBgXR5SvL/dHR+NvdD2jkSOWtNf5viKP6Xl7MEk7k/N2Y0OrhR4z8nG+nHg/g5RYKjoo7nia06SUM6SUJwGklCXADGCOR1umcJkjJ48wedVkrv74anIrckn07oZ/nSJn/sLA6siE0ypDbj15kjFpaUz45ReqbDYAunt787eYGLcEU9qtWHZ9xHdFGbWCCWDT9/8ttB97r/6bEkxFh8Yd0XRWjbIEF1PDKTxHta2aZ398liGvD+GLvV8QKIw8ExbDl71GsDpySK1waoI5hIt7DAKgwGLh9n37OG/HDnaUl2O228msqmpRW2x5u6j8961s+OGp0wTTkUUnj/F91qYW2VEozjTuBILqdcWFEG+iVvK0KfsL9zP1o2vYVbgXgMkBPXg6LIao3qMxRAzjon1fsDoS7ig4yJvhA7ioWyTeiXNYdvw4CzIzKbJa8RaCB6Kjebh/f7q52RWX5lLMaUuo3r8WgFsLMpwKJoBJ2pi9djZZ92S5ZUuhaA+4I5rzgY1CiOloqdyS0LIUjfZkwxSNE2mrprAkk1gvP57rHsvlA3+Pz4gbMEaejRACS48ELk5fwm9+oYhukfgkzmWmqQ9fHN0PwPjQUF4bONDteZFSSqyZ32De9iqyqoQiKfmjSZJrq27wnADvgHpjqgpFR8OdeZongSQ98XAiWkG1T5s4TdFCbHYbK396iamj59LNpxshEUP5IuEaBvQYTMjImzGGnZ6GzSd+Ej7xk07bNj03l59LS3lxwACmR0Q0WQGywbaUHMa89VlsOTuolnYeq7LxZtFebFZt5tnv+o9jR/ZWTFZT7TkB3gGsm7XutDFVhaIj4m5quJocmhv1bZcCmVLKLA+2TQFIaWfHL+/y55QF/Lcil12FB1h81RKEEIyZ8mGD04cqbTZW5ORgstl4QM9BOisykmvCw93vilvNWH59F8uulUhbNavNJu4tOU6ZWVsxNKrv71h6xUuM6TvmtPmiSjAVnQl3uudL0fJpZjlsC9O3qWqUHkLaLJTsW8sTqY/yWsE+rEgijT6cHdir9hhngpljNvNadjZvHj9OkdWKjxBMi4ggxt8fIYTbgmk9tpWqn55Hlh3nF0s5t5QWcaDiGAC9Q2J5ddKzTBkypdZ7HRc7jnWz1tWufVeCqegsCCmbl9NXCFEopXSWXd3pdk+TlJQkt29vshxRh8ay+xM+2/Ic83J+4ajNggCS4y/j6WvfIcxBNB3ZVV7OC8eOsTI3F4v+mY4NCuLB6GimtqArbq/Mx/zzK1izvuW41cx9pfl8VXYUkAT4hvLExY/yl7F34WN0raSFQtFeEUKkubJM3B1PUwghgpwsnVRTjjzEj4e+ZVb2NgBGdR/AksnvMTbqvAaPzzKZGKH/kAhgcng490dH87vgYLfFUtptVO/9jKr0ZVRYyniuNIdXyo5jtVdjMHhzR9KdPHHJo3T3dzu1qkLRIXFHNFejdcXvrNmgTzn6xFON6krYS49i2fURhj7n4BNzMQAXXfAws4oPce7AK7lrzF0Y62RSt9jt/KeoiKvDwwGI8fdnSng4vX18uCcqigEtnDxuK9hD5ZbF2Ar3sbI8j7+VnqDEqi3N/P2ga3n5smcZ0H1Ai2woFB2VZnfPQXNjgRhOVZTMBMY71EBvNTpL99xWsAfLzpVYD2/ix6oS5pWe4IObUjmr51kNnlNUXc3S48d5NTubExYLP44axe9CQgBtCpC7XmUN0lKOKW0p1n2fs8lUzIMlR9lv0ToUI3qN5vXLX+TC/he2yIZC0V5pze45UsrR+pSjOLSouUvVKLs6Ukpsx3/GsmslthNpFNiqeaTkCCvLcwF45odn+HDqh/XOyzCZeOnYMf554gSVdm3i+PBu3aiyn5pE3hLBlFJSfSiF0p9e5lBZNg+XHGaDqRiAnkFRvDBxEdcNvw6DUFnUFQq3RFOfdhQrpVyuvx6JJp6t7ml2FE6lRsurnVwu7NVU/bgQu5S8byrhsZLDFFVX4mP0YcEFC3jogofqXeeWvXt5JyeHmv7ApLAw7o+OZmJYWIs9SwB76THyflhE5YmtLCw5yoryPOxI/L0DeeTCv3LPuffg70JlSoWiq+DOPM3bgLlACPCWvjkeWICacgScSo32fUXeqWWMW57B95x7yfTrztz8vWwtOgjAhLgJvP771xmkrwu32u1IwFuvjRPu7Y2XEFzfsyf3RUUxIjDQI22UNgt5O97BuvM9lpce5fmT2ZRLG0IYuD0xmX+Me4LIbpEesaVQdCbcmXJ0AG3pZJqUcoDDdjXlSKd89RS+K9xfm7jCMWFG0cSXGPrGUIJ8g3jxsheZOWwmQgjKrFb+mZPDS8eO8VC/fszp0weAfIsFq5T0bkZp3KYoObqVwh8Xs6lwF48XH+aozQLAxPgreOmy5xgaMdRjthSKjkJrjml21/No1rPpxrU6HVLaTxNM0JL/Ts/bw2rgytB+rL1uLUl9kgjxC+FYVRWvZmez9PhxTurp2f5VUFArmhE+npv/WFVRwO7Nz1KQ9RULirNIt5QDkBAxglcvf4EJcRM8Zkuh6Ky4I5obhRBToHaYDSHEKlSWI+wVeXzz5VynqdE04dzLl4dSGR83nt8qKvjznj18nJeHVff2LwgJ4f6oKP6gTyVqCZaM9aRsfpK5x7axJGoM/fteQvGRFJ4t2s+/KosA6BHQk8UTFnLT2TfVm9akUCic445o3o625jxeCPENWlc9ExjvyYZ1NKxHNmP64SnmZG5yKTVaelkZH+TmYgBmRERwf3Q0Y4ODPdIWS8Z6Nmycz/ScXzFJO9OObGFS3m6+MhVTjcTX6Me88x9k3vnzCPTxzBipQtFVaGmWozhgsZpyBHj5gaWM5KixPHr4ByT1x4q9jf61qdFmRkayr7KS23r3JqaZNXiaImXzk7WCCZqXu9akeZc3nnUTC8c/Rd/gvh61qVB0FVyeeCeECNYrUAJaliMp5fIawdQzHXUp7GUnav/26jOGb4dexyOHNyORiLpDvAZfxIiFnB11AQA+BgP/iIvzqGAeN5u5d+PzTD38o1Nv1xfBzSNvUoKpULQAl0TTofpksRBiYZ19MUKI9cCGVmhfu0TaLFRte42Kz2ZizdlRu/3KpDu4oN8F/P3Sp5k1fgUY9Ii3wZeBY15ixbmzCHIzy1CDbZGSb4uKeGTzB7z63gTe/OFBqpx4uQBmJLPXzvaofYWiq9Fk91wIcTvauOVotAj5J0KIDCnl20KIB9HWoa9Gq1DZ6bEVZ1D1/RPYiw/yfVUZT6yeyec3b6JPUB+8DF6smrWBodu2cdJqg+FP43fgWRZevoR7RvzBI5PRayiprua9koIS8gAAEQRJREFUE9mk71iBNesjvik9RIHd2ug5AUZflTldoWghroxpJqNVoMwCEELMBd4UQtQsXxktpdzR0MmdBSntVO/+BHPaUnIs5Txcnsvqk0cBeObHxbxy+UsA9PHz45zgYOzA46Nu4XeT7/VoO9LKylh2aA9HdrxAUc4Gfq4qqt03JCiKuef+HzHdBzFrzQwqbebafQFGX9Zd/7XKa6lQtBBXRDPOMSO7lDJFCBEPJEsp32r4tM6DvTKfqs3/wHx8G0vLTrCw9ARlNjP+Xv6cP+IuPgi4ghtLS0nSo9+fDx9OgAe74SabjVV5eby1ewO2va+zr2gHxXatFo+/MDI95hLmXvwY5/a7oNabXXf91ypzukLRCrgimsVOtpV0FcEEQBhJO5HGHTm7+E3P+jMkegLHo5NJ8Y4AO3xaUFArmp4SzAOVlbx6JJO1/3sLr6NryKzMrt03wr8HySNv4oYL/0aof1i9c1XmdIWidXBFNJ1FFZqfT66DIc1l4O2PMHhh8O+O75i/sHvNLLoHRlMdfxd7Qs8BtAnpj8fEMC401CN2rXY76woLWbz3ew7uXkZF3iYq7doyx27CwPTI4cw5/yHOGX5dk2Ok42LHqXK5CoWHcUU044UQ2+psC3OyDSnlGM8068xiPZFGxfdPkhrSn2svfxmAscNmcm1BKZ9b+4HRl/OCg3k8JoYJHso2dMJs5vWjmbzxvw+wZ33MyYrM2n2jfAK5LX4if7zkCUIjh7fYlkKhcB9XRHOxk22dcjK7tFkwpy9jS/oy7i/K5H+WCpb2uYjks6YC8Oq5N1K0ezcL+vdnkgfEUkrJppISFu7+ltTd72HIXU+1rQqAIGFkRlBvbj/rBsacex+GbhEtvj+FQtFymhRNKWX9JI+dEFtxBtnf/pVHszbxbrlWktboG8mTR7O5dYTEKAR9fX3ZNGqUy9dMPZTqdEyxpLqa5ccyeSH9PfKy1mAv36+1ARjjE8jN3eO5buxfCBs2E6GWOSoU7Qq3khB3JqS0Y971Ecu/e4LHijMptlsRwoiMmomt/w1EhkSQY7HQt5mp2Rzrfl/10VWsm7WOkPAknty1nnW73sWWm4K0mQAIEUZmBkZwS6+RJI65C6+4SQhV3VGhaJd0edEEeGn7EhYUat6eIXQk9oH3MjJyKH+PieHqHj2a3Q13FEyAyupKxr8/CenbE6pORcDP9Q3i5sCeTOl/EWFn34wx+nyEKimhULRruqxo2i2VGHwCEMLA7Kve5tl3L6Oo358YFnMVj8fGck14OAY3xizrCmYNUlqhKptuwsBNgT25ObAnw+Mn4T38erwaKaamUCjaF11ONO1VJ3nrixt5/eh/+WruHvoG9aBnxCDe+NNWvAwGJrsplqAFdmZ9fmM9wXQkzODN8+f8Be9hszCGxrh5FwqF4kzR6fuCqYdSiXkphtRDqWz7dSW/eyWOOfv+xa+V+dz/7T9qj5vZsydTIyLcEkyTzcYbRzKIWjOfXHNVg8f5CwPvTPsIv/MXKMFUKDoondrTXP/jYq7d+FdM0sak98ZjR2IHQo2+9B18F9PPm9+i6x+pqmLRgTT+mfYGVdn/AqtWPiLC4EWJ3Ua1wxqAmjpB4xMmt8imQqE4s3Ra0dQEc0FtXkmrLmBjg2K4bcpX3NI/AaMbXqWUks0nT/L4zv+Qums5Mv87kFptn7G+QdwV1Js/BPRgi7nUaWE1hULRsTkjoimESJRSpju8noaWrzNRSulsMn2zSD2UqnuY9RPx7iw/ygCZg1EMadY1TTYbK3NO8I/0Dzl88AMo3QmAEcE1AT24M7gPY/3D8IoZjwiO5qKd77M6klMlfPXa5wqFomPT5qIphJgALEWrlY4QIhFqsyfF1RVUd5i9djYm3furi2OdHlc4WlXFS1n7WJL+NpVH10CVlq092ODFzYGRzAnqTb/A3ngnTMZ70DUYArQqxoagvlycvoTf/EIRumD6xE9qyW0pFIp2QJuLpi6OmQ6bZnIq63smMAFokWiuuGYFV74/0alw+gtjk4l4pZT8ePIkT+//ma93voU88RXYKgCI8fLjjqDe3BAYSUjEMHyGzsArZly9yeg+8ZOUSCoUnZD2MKYZChQ5vO7R0guOix3HF+MXnjamCVow5ovxCxtMk1Zls/FRXh7P7Pqa/fvfg4LNgHb++b7B3BXcmysCIvCNGYfP0BkYIoZ5NBu7QqFo/7QH0WwSIUQyWgZ5+vXr59I5k86fxxdQGz33F0a+GL+QSefPq3fssaoqXj92hNd/+Ziywx9D2R4AvBBM7RbBnUG9SQyOwnvwNXgPvhZDt0iP3ZtCoehYtAfRLOFUfaFQoLDuAVLKZcAygKSkJJdzeU46fx5f9hnjNGmGlJItpaU8l7mbtbveQ2Z/BmYtUUeYwYtbAntye1Avomq64LETEF7NW3+uUCg6H+1BNFehFW4DrY56Smsaq7LZWJWfz7P7tvLbgffgxNdg1yakD/Dy467gPswK7ElwzCV4D5mBsefZqguuUChqORPR82lAkhBimpRyjZQyXQiRpEfVS1oaOXfEcR34lR9exZRxy1hXVMLJrI+gcAs1Cegv8QvhzqDeTArph+/gq/FJmIohsJenmqFQKDoRQsqOVbkiKSlJbt++vcnjnCfOENQIpQ+C6d3CuTO4D2dHDsN7yHS84y5DePu3TsMVCkW7RgiRJqVMauq49tA99zgNZRqqEczruoXzZFgsfWIuwWfIdIy9k1QXXKFQuESnFM3Za2c3mmloi81G3PTPMARHtWGrFApFZ6BTZjlacc0K/IXzMrr+wsg7Mz5VgqlQKNyiU4rmuNhxrI5MwL9OFnQtcUaCqgGuUCjcplOKJsDFPQaxOnJIrXCqTEMKhcITdFrR9Emcy0XdIlkdOYRooy+rI4eoTEMKhaLFdMpAEFCbLENlGlIoFJ6k04omqExDCoXC83Ta7rlCoVC0Bko0FQqFohko0VQoFIpmoERToVAomoESTYVCoWgGSjQVCoWiGSjRVCgUimbQ4fJpCiHygcPNPC0cKGiF5rR328q++uy7qn13bPeXUkY0dVCHE013EEJsdyW5aGezreyrz76r2m9N26p7rlAoFM1AiaZCoVA0g64imsu6qG1lX332XdV+q9nuEmOaCoVC4Sm6iqepUCgUHqHLiKYQIrHO62lCiAlCiHlnqk2K1uFMftZObC/S/09ubduKtqFLiKYQYgKw2uF1IoCUMgUoqfugt2I72vQLdCZ/GM6UWJzJz7qubZ1kIUQGkNladh3sJ+v/Fjlsa8sfDGf22+Q50O9xQlvce5cQTf0L4/jQzgRK9L8zgQlt1JS2/AKdkR8GB9rsXh05k5+1E9sAt0sp4/V9rYYu2ClSymVAnC4Wbf2DcZp9fVerPwe6ren6fSYKIRJb8967hGg6IRQocnjdo43stskXSOdM/TDU0Jb32hhn6rOuIa6NPL04Tn3GmfrrtnwGnNmHNngOpJQpUso5Ne2QUqbTivfeVUXzTNFWXyDoOmLRrpFSLtYFo4eD99UadpbpXh5AIrCdNnwGGrAPbfgc6DZqxLPV7r1T1AhqYLwks5FftxKgu/53KFDYKg2rg5RyMYAQYqIQYkI78MJajXZ0r2fks4ba57JISrlGtxvXxCmesJkIpEsp04UQrW2uUfvQts+BlHKxEGK1EGJ700e7T6cQTYdfOFdZBdSsS40DPPJBNibeZ+AL1KXEohFa5bN2ke2cGsuLB5a2gc0JUsr5+t9n4hmotd9Wz4HD+GU62vudTCvee6cQzaYQQkwDkoQQ06SUa/Rf4SS9u1RS86vYUpoQ77b+AnU1sQDa7rNuhu1kIUQRkNGatnX7yQ6e3QTa+BlwYr+tnoMJQM17GwpsQ7vXVrl3tSKoDan55UUbrF7cRvYydXttuqStre+1q+Mw3akIzcOa7tDDafVnoAn7rfocCCFCgRn6y9E1QaHWunclmgqFQtEMVPRcoVAomoESTYVCoWgGSjQVCoWiGSjRVCgUimagRFOhaKe0RpILlW2p5SjR7GAIIRYJIaQQom42HYQQac1ZriaEyHDMCuNJhBDz9OtL/f+l+tSQVrftpC1pTYmFC+11+X13ODZD/1fsShvqXHMppy8DdNbeDS7YnFbn1CJn96BwHSWaHZNMYJoQoqUrLObQChOO9S/lTGCilFIA0zm1OqNVbbuDi+2F5r3v6XqiingpZZh+zTm6GDbVnmlocwvXuH4XTm3OB5Y7Crp+zVDlcbqPEs2OSTqwBmiRp6Znh2mNlF3T0CY3Z+p20qWU06WUNVlnWtO2OzTZXh2333f92rejpUoLbeLwRe7YcGIzRbe5oM6u+fo/hRso0ey4PI1nvM3Woq3zd7YUV9vbqu+7vo46zoOJLep5zPpyzu6tmXWpM6NEs4OiP/gpNOIxCCFC9bG5YmdjiHXH2fRjHcfDEvVtG+qcN6/utjosBlbr505z5lk5sR2nb5NCiA16tpqMmq5lzbihvq+mfXEO5yc7tD2jmYLQZHtrcOV9d4bDMsPFTjxYRybgZJ20w/tTrL/3Y5qwV9MFX4Q2NFCXFGCiyzegqEWJZsdmPlp3ryGvZyNakoowKWU8Wm5Dp2Nq+jhaUp0xuEy0L92EOkKygEa6j3qWm+loiRJWA8UuBKhWA6v0McV0IFRvi+N65QVo3egw/bVjG4rQ1h2H6dtdDna40d6m3nfQMogX6/8k2vjtIocMRA0xBudZzjcA2/XPciJaYooGbQLF6ILZgNeaScfrDbQLlGh2YBrzenTPJrTOl7SxMbUSNFGdJoQIlVJmSilL9LG4FPRxsRoPrqnuo57lxzGwsqiJ4EMip2pVO2bnceQTBy9tFQ7Codsr0f9ehhbscFkUmtNeF73NdF3gwtAT47qYNCKUUxnHgdr3PM4hOzloItqgzTr34eyHshDnwS5FEyjR7PjUeD11hTCROh6Lg+DUEyRdBJ9G806K9W5wzTUXoeUoBE0AmpUxRo/YLsZ5N7GGFAcbM3GeyiujzuvaL73eHV2kd2HTmtM+N9vb0Pvu7HrL9Da6Oh2sbu7HOE6lPnMZPdg2Gq2ddaceNTZEoGgEJZodHAevp253OZM64ujwBXea2VovzRAPhKEJUrK+PQVtft8EtDG3p91oaj0PygkThVaEKw7NK3YJ/b4OAduklKN1oWgpjba3kfe9IWq8vqYCSCXUL83gWHPHHRwT8tYQTyPzQBUNo0SzczAfTeBO666iCd1SqBWW1cAa6SQQIfQSqPq5JdT/Qi3S7WxvLJChB4+K9cBMnENAIpnGxTYOzYsd3cB0n8bojnbv6Xob6npVDdKC9oKT970hdJFdQ9NzU4uoI5A1QyF1Pss59U89Hf1eanJcflJndyhtXCm0s6BEsxPg4PXU9UZGo00tKUbzxNKllI12OR0CCSU4dMP1LuYEmvCs9LZM1/+loQUk5qBNHG+si1mC1v0u1iPoxXWj/Y3YzEQTpAzdU200suyh9jb2vjfE7WhBtcYi+xtwHqAZjZYVvhhYjvPhi0ThsCII7X5qAmR1f4SS9P2KZqKSECtcQvdu0vTuu6evnYwmVONrvtx6ECcN7QvfqmUi2hP6+1wMhDXT225XNjozytNUuMoCWn/ZY91xtxK6WMBCF7Fl1F/F40lm0MAwjaJplKepaBSHCdLb9fmBrWlnDqe6utvR5jV22jLHDaEHizbgvFvtietnoA0/qDFNN1CiqVC0Q/ThiUWe/qHSA0NLu+KPkadQoqlQKBTNQI1pKhQKRTNQoqlQKBTNQImmQqFQNAMlmgqFQtEMlGgqFApFM1CiqVAoFM3g/wHtK+BFhmptdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.load('datasets/minnesota/minnesota-results.npz') \n",
    "x = data['input_snr']\n",
    "\n",
    "fig = plt.figure(figsize=(5,5))\n",
    "plt.plot(x,data['L1'],color='c',label='scalar-GTF+L1',linewidth=2)\n",
    "plt.plot(x,data['SCAD'],color='#f29f3a',marker='o',label='scalar-GTF+SCAD',linewidth=2)\n",
    "plt.plot(x,data['MCP'],color='g',marker='D',label='scalar-GTF+MCP',linewidth=2)\n",
    "plt.plot(x,data['L1_vec'],color='c', linestyle='--',label='vector-GTF+L1',linewidth=2)\n",
    "plt.plot(x,data['SCAD_vec'],color='#f29f3a', linestyle='--',marker='o',label='vector-GTF+SCAD',linewidth=2)\n",
    "plt.plot(x,data['MCP_vec'],color='g', linestyle='--',marker='D',label='vector-GTF+MCP',linewidth=2)\n",
    "\n",
    "plt.xlabel('Noisy Signal SNR (dB)',fontsize=16)\n",
    "plt.ylabel('Reconstructed Signal SNR (dB)',fontsize=16)\n",
    "\n",
    "plt.legend(fontsize='large')\n",
    "plt.show()\n",
    "fig.savefig('snr-minnesota.pdf',format = 'pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  8.63434928 -13.99582188  -0.13787665  -0.08887906   3.44590639\n",
      "   5.56181577  11.63165499  28.62348345  34.03451123]\n",
      "[[ 28.5631  22.7698  25.851   35.9384  36.9896  38.5596  37.8389  20.2794\n",
      "   10.2778]\n",
      " [ 21.0854  12.7283  15.573   18.1719  25.6173  40.8312  44.6622  11.1954\n",
      "   -0.0961]\n",
      " [ 32.2577  22.1829  25.4121  35.9338  34.5001  48.6632  60.736   20.2856\n",
      "   10.3477]\n",
      " [ 29.4168  16.8627  25.3651  35.2283  34.2951  48.6804  60.1463  14.9142\n",
      "   -0.1573]\n",
      " [ 32.2577  22.183   25.4121  35.9349  34.5004  48.6633  60.7343  20.2855\n",
      "   10.3479]\n",
      " [ 29.098   21.9673  24.4961  30.2077  32.8982  48.5196  59.946   14.9494\n",
      "   -0.2005]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1c4f9550>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1c4f94d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1c4f9f10>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1c4f24d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1c4f2850>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x1a1c5e1c50>,\n",
       "  <matplotlib.axis.XTick at 0x1a1c5e1710>,\n",
       "  <matplotlib.axis.XTick at 0x1a1c5dffd0>,\n",
       "  <matplotlib.axis.XTick at 0x1a1c515290>,\n",
       "  <matplotlib.axis.XTick at 0x1a1c515710>,\n",
       "  <matplotlib.axis.XTick at 0x1a1c515c50>,\n",
       "  <matplotlib.axis.XTick at 0x1a1ca821d0>,\n",
       "  <matplotlib.axis.XTick at 0x1a1ca82710>,\n",
       "  <matplotlib.axis.XTick at 0x1a1c515390>],\n",
       " <a list of 9 Text xticklabel objects>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1a1c5b2690>,\n",
       "  <matplotlib.axis.YTick at 0x1a1c5b2150>,\n",
       "  <matplotlib.axis.YTick at 0x1a1c5e1450>,\n",
       "  <matplotlib.axis.YTick at 0x1a1ca82d10>,\n",
       "  <matplotlib.axis.YTick at 0x1a1caa8290>,\n",
       "  <matplotlib.axis.YTick at 0x1a1caa87d0>,\n",
       "  <matplotlib.axis.YTick at 0x1a1caa8d10>,\n",
       "  <matplotlib.axis.YTick at 0x1a1ca942d0>],\n",
       " <a list of 8 Text yticklabel objects>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Measurement')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'SNR (dB)')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a1ca94850>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outputfn='datasets/2d-grid/2d-grid-diff-measurements-19-01-19-15-53.csv'\n",
    "input_snr = pd.read_csv(outputfn, skiprows=3,nrows=1, header=None)\n",
    "input_snr = input_snr.loc[0,range(8)].values\n",
    "idx = np.argsort(input_snr)+1\n",
    "idx = np.array([0] + list(idx))\n",
    "input_snr = np.array([input_snr.mean()]+list(input_snr))\n",
    "print input_snr[idx]\n",
    "snapshots = range(9)\n",
    "data = pd.read_csv(outputfn, skiprows=5,\n",
    "                       names=['snapshots', 'penalty_f', 'gamma_mult', 'rho_mult', 'penalty_param', 'mse']\n",
    "                       + [str(e) for e in range(max(snapshots))])\n",
    "nums = data.loc[42:47,['mse','0','1','2','3','4','5','6', '7']].values\n",
    "\n",
    "print nums\n",
    "\n",
    "#create dataframe:\n",
    "L1= nums[1, idx]\n",
    "SCAD= nums[3,idx]\n",
    "L1_mmv = nums[0, idx]\n",
    "SCAD_mmv= nums[2,idx]\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "\n",
    "plt.scatter(snapshots, input_snr[idx], s=200, c='k', marker=\"_\", label='Input Signal')\n",
    "plt.scatter(snapshots, L1, s=150, c='c', marker='X', linewidth=0.5,edgecolor='k', label='scalar-GTF+L1')\n",
    "plt.scatter(snapshots, SCAD, s=150, c='#f29f3a', marker='X', linewidth=0.5, edgecolor='k',label='scalar-GTF+SCAD')\n",
    "plt.scatter(snapshots, L1_mmv, s=220, c='c', marker='*', linewidth=0.3, edgecolor='k',label='vector-GTF+L1')\n",
    "plt.scatter(snapshots, SCAD_mmv, s=190, c='#f29f3a', marker='*', linewidth=0.3, edgecolor='k',label='vector-GTF+SCAD')\n",
    "\n",
    "plt.xticks(snapshots, ('Average', '\\#1', '\\#2', '\\#3', '\\#4', '\\#5', '\\#6', '\\#7', '\\#8'), fontsize=12)\n",
    "plt.yticks(range(-10,61,10),fontsize=12)\n",
    "plt.xlabel('Measurement', fontsize=16)\n",
    "plt.ylabel('SNR (dB)', fontsize=16)\n",
    "plt.legend(fontsize='medium')\n",
    "plt.grid(b=False)\n",
    "plt.show()\n",
    "fig.savefig('snr_diff_measurements_grid.pdf',format = 'pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  8.68224439 -14.09098646  -0.08008655   0.21041415   3.54372357\n",
      "   5.81632234  11.63852087  28.5727716   33.84727562]\n",
      "[[ 57.4925  50.2471  54.1412  56.328   61.4724  75.0421  76.2431  50.6588\n",
      "   35.8075]\n",
      " [ 53.3229  45.3506  48.3976  50.3767  55.365   72.5023  77.4498  45.4359\n",
      "   31.7052]\n",
      " [ 59.4435  50.5622  54.7123  56.7953  62.1453  79.9899  83.8929  51.1697\n",
      "   36.2808]\n",
      " [ 53.7409  45.3282  48.3962  50.3444  55.8232  74.1596  78.7502  45.4367\n",
      "   31.6891]\n",
      " [ 57.8908  49.062   53.1582  55.1506  60.6314  78.2144  82.3664  49.7743\n",
      "   34.7691]\n",
      " [ 48.4607  40.3271  43.4313  45.2593  50.8063  68.6287  73.7487  39.6475\n",
      "   25.8366]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1f2c7a10>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1f2d1190>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1f2c7d90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1f2d1910>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a1f2d1d50>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x1a1f2a4290>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f299d90>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2996d0>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2e05d0>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2e0b10>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2e9090>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2e0650>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2e9450>,\n",
       "  <matplotlib.axis.XTick at 0x1a1f2e9990>],\n",
       " <a list of 9 Text xticklabel objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1a1f2a4d10>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f2a4790>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f299ad0>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f2f3650>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f2f3b10>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f2fe090>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f2fe5d0>,\n",
       "  <matplotlib.axis.YTick at 0x1a1f2feb10>],\n",
       " <a list of 8 Text yticklabel objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Measurement')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'SNR (dB)')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a1f2fed10>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outputfn='datasets/minnesota/minnesota-diff-measurements-19-02-14-23-20.csv'\n",
    "\n",
    "input_snr = pd.read_csv(outputfn, skiprows=3,nrows=1, header=None)\n",
    "input_snr = input_snr.loc[0,range(8)].values\n",
    "idx = np.argsort(input_snr)+1\n",
    "idx = np.array([0] + list(idx))\n",
    "input_snr = np.array([input_snr.mean()]+list(input_snr))\n",
    "print input_snr[idx]\n",
    "snapshots = range(9)\n",
    "data = pd.read_csv(outputfn, skiprows=5,\n",
    "                       names=['snapshots', 'penalty_f', 'gamma_mult', 'rho_mult', 'penalty_param', 'mse']\n",
    "                       + [str(e) for e in range(max(snapshots))])\n",
    "nums = data.loc[0:6,['mse','0','1','2','3','4','5','6', '7']].values \n",
    "\n",
    "print nums\n",
    "\n",
    "#create dataframe:\n",
    "L1= nums[1, idx]\n",
    "SCAD= nums[3,idx]\n",
    "L1_mmv = nums[0, idx]\n",
    "SCAD_mmv= nums[2,idx]\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "\n",
    "plt.scatter(snapshots, input_snr[idx], s=200, c='k', marker=\"_\", label='Input Signal')\n",
    "plt.scatter(snapshots, L1, s=150, c='c', marker='X', linewidth=0.5,edgecolor='k', label='scalar-GTF+L1')\n",
    "plt.scatter(snapshots, SCAD, s=150, c='#f29f3a', marker='X', linewidth=0.5, edgecolor='k',label='scalar-GTF+SCAD')\n",
    "\n",
    "plt.scatter(snapshots, L1_mmv, s=220, c='c', marker='*', linewidth=0.3, edgecolor='k',label='vector-GTF+L1')\n",
    "plt.scatter(snapshots, SCAD_mmv, s=190, c='#f29f3a', marker='*', linewidth=0.3, edgecolor='k',label='vector-GTF+SCAD')\n",
    "plt.xticks(snapshots, ('Average', '\\#1', '\\#2', '\\#3', '\\#4', '\\#5', '\\#6', '\\#7', '\\#8'), fontsize=12)\n",
    "\n",
    "plt.yticks(range(-10,61,10),fontsize=12)\n",
    "plt.xlabel('Measurement', fontsize=16)\n",
    "plt.ylabel('SNR (dB)', fontsize=16)\n",
    "plt.legend(fontsize='small')\n",
    "plt.grid(b=False)\n",
    "plt.show()\n",
    "fig.savefig('snr_diff_measurements_minnesota.pdf',format = 'pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BIAS EFFECT TOY EXAMPLE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create2DSignal(k=0, n=10, Y_HIGH=10, Y_LOW=-5):\n",
    "    if k == 0:\n",
    "        signal_2d = np.zeros((n, n))\n",
    "        signal_2d[:n/4+1, :n/4+1] = Y_HIGH\n",
    "        signal_2d[3*n/4-1:, 3*n/4-1:] = Y_LOW\n",
    "\n",
    "    elif k == 1:\n",
    "        # f = interp2d([0, int(n / 2), n], [0, int(3.0 / 5 * n), n], [[10, 9, 8], [-4, -5, -10], [5, 4, 3]],\n",
    "        #              kind='linear')\n",
    "        f = interp2d([0, int(n / 2), n], [0, int(3.0 / 5 * n), n], [[15, 6, 8], [-4, -1, -15], [5, 4, 0]],\n",
    "                     kind='linear')\n",
    "        signal_2d = f(np.arange(n), np.arange(n))\n",
    "\n",
    "    else:\n",
    "        print \"we dont have that yet!\"\n",
    "\n",
    "    return signal_2d\n",
    "\n",
    "def create2DGraph(n=10, plot_flag=0):\n",
    "    # Create lattice graph. Thanks networkx.\n",
    "    G = nx.grid_2d_graph(n, n, periodic=False)\n",
    "    D = nx.incidence_matrix(G, nodelist=G.nodes(), edgelist=G.edges(), oriented=True, weight='weight').T\n",
    "    if plot_flag:\n",
    "        nx.draw_kamada_kawai(G)\n",
    "        plt.title('Lattice Graph Visualization')\n",
    "        plt.show()\n",
    "    return G, D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.39205230579\n"
     ]
    }
   ],
   "source": [
    "n = 12\n",
    "num_nodes = n**2\n",
    "k = 0\n",
    "Y_HIGH = 10\n",
    "Y_LOW = -5\n",
    "\n",
    "PENALTIES = ['L1', 'MCP']\n",
    "INPUT_SNR = 5\n",
    "\n",
    "signal_2d = create2DSignal(k, n, Y_HIGH=Y_HIGH, Y_LOW=Y_LOW)\n",
    "\n",
    "# Create 2D grid graph and piecewise constant signal on top\n",
    "G, D = create2DGraph(n, plot_flag=0)\n",
    "Dk = sparse.csr_matrix(np.identity(num_nodes))\n",
    "D1 = sparse.csr_matrix(D)\n",
    "for order in range(k+1):\n",
    "    Dk = D1.dot(Dk)\n",
    "    D1 = D1.T\n",
    "\n",
    "xs = []\n",
    "ys = []\n",
    "y_true = []\n",
    "\n",
    "for node in G.nodes():\n",
    "    x, y = node\n",
    "    xs.append(x)\n",
    "    ys.append(y)\n",
    "\n",
    "    y_true.append(signal_2d[y, x])\n",
    "\n",
    "y_true = np.array(y_true)\n",
    "y_true_norm_sq = np.linalg.norm(y_true, 2) ** 2\n",
    "\n",
    "sigma_sq = y_true_norm_sq/(10**(INPUT_SNR/10.0))/num_nodes\n",
    "print sigma_sq\n",
    "y = y_true + np.random.normal(scale=np.sqrt(sigma_sq), size=num_nodes)\n",
    "X, Y = np.meshgrid(np.arange(n), np.arange(n))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L1 4.39205230579 0.878410461158 0\n",
      "L1 MSE: \n",
      "1976.57360902\n",
      "MCP 4.39205230579 0.878410461158 1.4\n",
      "MCP MSE: \n",
      "2023.50827987\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x1a1d0bb650>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x1a1d0bba90>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x1a1d0bbd90>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x1a1d088450>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.92,'MCP: estimate (surface) and noisy observation (scatter)')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0.5, 11)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 10.5)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(-8.162514611245248, 12.310752633219609)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "PARAM_GRID = [\n",
    "    {'penalty_f': [\"L1\"], 'gamma_ratio': [1.0], 'rho_ratio': [0.2], 'penalty_param': [0]},\n",
    "    {'penalty_f': [\"MCP\"], 'gamma_ratio': [1.0], 'rho_ratio': [0.2], 'penalty_param': [1.4]}\n",
    "]\n",
    "\n",
    "for params in ParameterGrid(PARAM_GRID):\n",
    "    penalty_f = params['penalty_f']\n",
    "    gamma = params['gamma_ratio']*sigma_sq\n",
    "    penalty_param = params['penalty_param']\n",
    "\n",
    "    if penalty_f == 'L1':\n",
    "        l1_beta = None\n",
    "        rho = params['rho_ratio']*gamma\n",
    "    else:\n",
    "        rho = max(params['rho_ratio']*gamma, 1/penalty_param)\n",
    "\n",
    "    print penalty_f, gamma, rho, penalty_param\n",
    "\n",
    "    beta, obj, err_path = admm(y.reshape(-1,1), gamma, rho, Dk, penalty_f, penalty_param,max_iter=500, tol_abs=10 ** (-5), \n",
    "                               tol_rel=10 ** (-4), B_init=l1_beta)\n",
    "\n",
    "    if penalty_f == 'L1':\n",
    "        l1_beta = beta\n",
    "\n",
    "    print penalty_f, 'MSE: '\n",
    "    print (np.linalg.norm(beta - y_true, 2) ** 2) / len(beta)\n",
    "\n",
    "    beta_2d = np.zeros((n, n))\n",
    "    for ii in range(len(beta)):\n",
    "        beta_2d[ys[ii], xs[ii]] = beta[ii]\n",
    "    if penalty_f == 'L1':\n",
    "        l1_2d = beta_2d\n",
    "\n",
    "    if penalty_f =='MCP':\n",
    "        # 3D plot of estimated signal and noisy observation.\n",
    "        fig = plt.figure(figsize=(10,10))\n",
    "        ax = fig.add_subplot(111, projection='3d')\n",
    "        ax.plot_surface(X, Y, signal_2d, color='#8541ea', shade=True, alpha=0.6, zorder=10)\n",
    "        ax.plot_surface(X, Y, l1_2d, color='#42a7f4', shade=True, alpha=1, zorder=0)\n",
    "        ax.plot_surface(X, Y, beta_2d, color='#f49242', shade=True, alpha=1, zorder=5) #cmap=cm.coolwarm,\n",
    "        ax.scatter(xs, ys, y, c=['k'] * len(y), zorder=1)\n",
    "        plt.title(penalty_f+': estimate (surface) and noisy observation (scatter)')\n",
    "        ax.view_init(10, 300)\n",
    "        ax.set_xlim(0.5, n - 1)\n",
    "        ax.set_ylim(0, n - 1.5)\n",
    "        ax.set_zlim(min(y), max(y))\n",
    "        ax.set_zticklabels([])\n",
    "        ax.set_yticklabels([])\n",
    "        ax.set_xticklabels([])\n",
    "        plt.subplots_adjust(wspace=0, hspace=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IMPORT SEABORN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9.0\n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "print(sns.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [],
   "source": [
    "sns.set(rc={'text.usetex' : True, 'text.latex.preamble' : r'\\usepackage{amsmath}'})\n",
    "#sns.set_style(\"darkgrid\")\n",
    "sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n",
    "plt.rcParams['figure.figsize']=(5,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PENALTY FUNCTIONS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [],
   "source": [
    "from GTF.Penalty import *\n",
    "gamma = 2\n",
    "a = 3.7\n",
    "b = 1.4\n",
    "l1_prox = L1Penalty()\n",
    "scad_prox = SCADPenalty(3.7)\n",
    "mcp_prox = MCPPenalty(1.4)\n",
    "x = np.linspace(-10, 10, 17)\n",
    "l1_y = []\n",
    "scad_y = []\n",
    "mcp_y = []\n",
    "\n",
    "for v in x:\n",
    "    l1_y.append(l1_prox.calculate(v, gamma))\n",
    "    scad_y.append(scad_prox.calculate(v, gamma))\n",
    "    mcp_y.append(mcp_prox.calculate(v, gamma))\n",
    "    \n",
    "#create dataframe:\n",
    "df = pd.DataFrame({'x':x, 'L1':l1_y, 'SCAD': scad_y, 'MCP': mcp_y})\n",
    "df = pd.melt(df, id_vars = ['x'], value_vars = ['L1','SCAD','MCP'], \n",
    "       var_name = 'penalty', value_name = 'y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'x':x, 'L1':l1_y, 'SCAD': scad_y, 'MCP': mcp_y})\n",
    "df = pd.melt(df, id_vars = ['x'], value_vars = ['L1','SCAD','MCP'], \n",
    "       var_name = 'penalty', value_name = 'y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0.5,'$\\\\rho(t;\\\\lambda,\\\\gamma)$'), Text(0.5,0,'$t$')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[Text(0.5,1,'Penalty Functions')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sns.set_style(\"darkgrid\",{\"xtick.major.size\":8,\n",
    "#\"ytick.major.size\":8})\n",
    "fig = plt.figure(1)\n",
    "g= sns.lineplot(x='x', y='y',\n",
    "             hue='penalty',style = 'penalty',markers=True,\n",
    "             data=df)\n",
    "g.set(xlabel = r'$t$', ylabel = r'$\\rho(t;\\lambda,\\gamma)$')\n",
    "g.set(title = \"Penalty Functions\")\n",
    "#g.set_axis_labels(r't',r'blah' )\n",
    "plt.show(g)\n",
    "fig = g.get_figure()\n",
    "fig.savefig('penfuns.pdf', format = 'pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernel_info": {
   "name": "python2"
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  },
  "nteract": {
   "version": "0.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
